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"cluster_id": "cluster-46707-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-47048-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47065, + "canonical_pr_number": 47066, + "issue_numbers": [ + 47065 + ], + "pr_numbers": [ + 47048, + 47066 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47048, + "right_pr_number": 47066, + "code_similarity": 0.3, + "size_similarity": 0.95, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.734, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44001-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46836, + "canonical_pr_number": 44002, "issue_numbers": [], "pr_numbers": [ - 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46196, - 46658, + 46707, + 46836, 47003 ], "target_issue_number": null, @@ -4367,6 +3150,16 @@ "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-44001-3", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44001, + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -4412,15 +3205,6 @@ "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-46707-2", - "canonical_pr_number": 46836, - "duplicate_pr_numbers": [ - 46707 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46707-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -4441,25 +3225,35 @@ "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46907-14", - "canonical_pr_number": 46907, + "cluster_id": "cluster-46908-2", + "canonical_pr_number": 46908, + "duplicate_pr_numbers": [ + 47057 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46908-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46926-6", + "canonical_pr_number": 46927, "duplicate_pr_numbers": [ - 46908, 46926, - 46927, 46949, - 46970, - 46971, - 46986, - 47006, 47054, 47055, - 47056, - 47057, - 47058 + 47056 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46926-6 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46971-2", + "canonical_pr_number": 47058, + "duplicate_pr_numbers": [ + 46971 ], "target_issue_number": null, - "reason": "PRs in cluster-46907-14 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46971-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -4469,6 +3263,15 @@ ], "target_issue_number": 47013, "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47048-3", + "canonical_pr_number": 47066, + "duplicate_pr_numbers": [ + 47048 + ], + "target_issue_number": 47065, + "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." } ], "best_issue": { @@ -4478,9 +3281,9 @@ "score": 146.0 }, "best_pr": { - "cluster_id": "cluster-46907-14", - "pr_number": 46907, - "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 11 review/discussion events.", - "score": 281.974 + "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/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a36e400e40f2412cbb61939ed0eef3e7000f3778..003befcbb3fa29ea91da2d5d06e176a89a139a9a 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": "20260704T180019Z", - "generated_at": "2026-07-04T18:11:23Z", + "snapshot_id": "20260705T000031Z", + "generated_at": "2026-07-05T00:05:52Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -523,8 +523,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -922,8 +922,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -1243,8 +1243,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -1563,8 +1563,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -1864,8 +1864,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -2208,8 +2208,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -2529,8 +2529,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -2850,8 +2850,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -3176,8 +3176,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -3491,8 +3491,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -3801,8 +3801,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -4117,8 +4117,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -4429,8 +4429,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -4825,7 +4825,7 @@ "issue:44671|issue:44743", "issue:45632|issue:45684" ], - "prepared_review_unit_hash": "1d1d4115a6bd0473efb746ebfc16e71f5a811b40340deb4fb88b52cc7f3a82ca", + "prepared_review_unit_hash": "30fc4eb86a7bc25fc43469394d1b4649d6bce401ef9c6df92e71d68851cff178", "component_budget": { "node_count": 509, "item_count": 509, @@ -4847,180 +4847,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous set of closed/open Transformers bug reports spanning tokenizers, generation/cache logic, device-map/offload, multimodal processors, and version regressions. The titles overlap at a high level, but the underlying failures are different; none of the soft pairs look like true duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "No single issue truly represents the whole cluster, but issue:46858 is the closest central representative because it is a concrete core runtime/generation bug in cache arithmetic, which is the most recurring technical theme across the nearby issues.", + "summary": "No duplicate-level cluster emerges here: the items span many unrelated bugs across trainers, tokenizers, generation, multimodal serving, quantization, and device/offload paths. All soft-edge candidates are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the most suitable representative issue: it is specific, technically central, and about a low-level generation/cache regression rather than a model-specific symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Different bugs: tokenizer crashes on NER/padding vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different model families and failure modes: tokenizer/padding crash vs bfloat16 dtype mismatch." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation internals, but one is beam-search cache reorder skipping and the other is static-cache slice arithmetic under compile; distinct failure modes." + "reason": "Both involve cache logic, but one is beam-search reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Unrelated issues: BLIP2 dtype loading vs Trainer resume/max_steps calculation." + "reason": "Unrelated bugs: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile+SDPA in Bamba vs packed-weight unpacking during accelerate loading in BitNet." + "reason": "Different code paths: torch.compile+SDPA in Bamba vs packed-weight unpacking during accelerate load." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both touch tokenization behavior, but one is a processor API regression and the other is a model/version tokenization change; not the same bug." + "reason": "Both mention tokenization regressions, but one is a processor/tokenizer API break and the other is a version-dependent tokenization change." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Different subsystems: MPS histogram on Int in MoE vs TimesFM window_size attribute handling." + "reason": "Unrelated: MoE MPS histogram kernel error vs TimesFM window_size attribute error." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom-model init/from_pretrained overlap is too broad; these describe different regressions with different triggers." + "reason": "Shared custom-model loading theme, but different defects: initialization breakage vs from_pretrained behavior inside Python classes." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer loading failures for different models and failure points." + "reason": "Different tokenizer-loading bugs affecting different models and root causes." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are loading errors, but one is a model load failure and the other is a tokenizer load regression for a different model." + "reason": "Different targets: GLM-4V loading failure vs tokenizer load failure for est-roberta." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Completely different areas: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "Unrelated: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on Molmo." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related preprocessing bugs, but they affect different models and different preprocessing contracts." + "reason": "Both are vision-input issues, but one is tokenizer crashes and the other is processor output size mismatching the model." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Distinct runtime issues: SDPA/torch.compile in Bamba vs CPU offload device mismatch in suno/bark-small." + "reason": "Different bugs: compile/SDPA failure vs CPU-offload device mismatch." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + "reason": "Different failures: GenerationMixin import error vs a 3d_parallel script runtime issue." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different multimodal regressions: untied lm_head weights vs incorrect visual encoder keys on save_pretrained." + "reason": "Different model-specific save/load bugs: tied lm_head weights vs wrong visual encoder keys." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve loading/quantization, but one is a Qwen3MoE FP8 failure and the other is device_map offload loading of a dequantized model." + "reason": "Both involve loading/quantization, but one is FineGrainedFP8 on Qwen3Moe and the other is device_map/offload loading." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different vision models and different spatial-size issues; same broad theme only." + "reason": "Similar image-size theme, but different models and mechanics: processor resolution mismatch vs interpolation failure." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + "reason": "Different areas: TimesFM window_size attribute access vs YOLO multi-GPU device_map loading." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both touch cache handling, but one is serve KV-cache continuation indexing and the other is prefill seq_length tensor arithmetic under compile." + "reason": "Both touch cache arithmetic, but one is serve KV-cache continuation indexing and the other is static-cache seq_length on non-CUDA compiled prefill." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal crashes, but one is a string `.to()` failure in continuous batching and the other is a missing `_tokenizer` attribute on Gemma4Processor." + "reason": "Both are serve/multimodal crashes, but one is string-to() misuse and the other is a missing processor tokenizer attribute." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma-family bugs: variable-name collision in forward vs device mismatch during auto device mapping." + "reason": "Different Gemma issues: variable-name collision in forward vs device mismatch under auto device mapping." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model families and different failures: cuda assert on Qwen3 vs tensor-parallel support issue in GPT-OSS MoE." + "reason": "Different parallelism bugs: auto device mapping assert vs tensor-parallel failure in GPT-OSS MoE." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "Completely different: early-stopping metric config vs Qwen2-VL multi-GPU training." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different models and different config/runtime problems: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx." + "reason": "Different model/config bugs: sliding_window behavior in Qwen3-MoE vs missing pad_token_idx in StableLmConfig." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention compiled generation, but one is inconsistent chunked outputs and the other is a static-cache device tensor arithmetic bug." + "reason": "Both involve generation/compile, but one is inconsistent chunked outputs and the other is static-cache slice arithmetic from a device tensor." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Different failures: Qwen3MoE FP8 loading vs kernels v0.15 import metadata requirements." + "reason": "Different subsystems: MoE FP8 loading vs pipelines import failure due to kernels version/revision requirements." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature regression and Qwen3 device-map cuda assert are unrelated." + "reason": "Trainer compute_loss signature mismatch is unrelated to the A800 cudaErrorAssert in Qwen3 auto device mapping." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different bugs: CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent state reset under cache." + "reason": "Different defects: CamemBERT masked-LM regression vs Qwen3.5 recurrent state reset with cache." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Separate save/load issues: trust_remote_code cache path collision vs read-only file permissions during save_pretrained/register_for_auto_class." + "reason": "Both are custom-model file handling issues, but one is cache-path collision and the other is permissions propagation on save_pretrained." } ] }, @@ -5122,7 +5122,7 @@ "issue:43531|issue:46821", "issue:43606|issue:43653" ], - "prepared_review_unit_hash": "e3d5d08e982aca806c98c56d97898ad1a292370a20dc773e98a58d549f48db13", + "prepared_review_unit_hash": "a6b6d7ea88a416407d2b8353400f8b5092a6026326142d0d94b9e28335073e07", "component_budget": { "node_count": 509, "item_count": 509, @@ -5144,180 +5144,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly heterogeneous; none of the soft pairs look like true duplicates or the same underlying change. The best anchor, if one is required, is the open offloading/quantization regression because it is the most general active infra bug in the set.", - "confidence": 0.88, - "canonical_issue_reason": "No exact duplicate cluster is evident; if a representative issue is needed, issue:43873 is the best anchor because it is open, active, and describes a broad loading/offload regression rather than a narrow model-specific bug.", + "summary": "None of the soft-edge pairs look like true duplicates; they mostly describe different models, different subsystems, or different failure modes. If one issue has to serve as the best canonical representative, issue 47050 is the most concrete single-code-path bug report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:47050 is the strongest canonical representative here because it describes a specific, reproducible dtype-mismatch failure in one code path (CanineModel fp16 ONNX export on CUDA) rather than a broad or multi-root report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative issue here: it has current discussion/inbound refs and a wider cross-cutting inference/loading scope than the mostly model-specific reports.", + "best_issue_reason": "issue:47050 is the most actionable and narrowly scoped report in the set, making it the best anchor for triage among unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different failures and code paths: AMP/CUDA loss crash in LwDetrImageLoss vs fp16 ONNX export dtype mismatch in CanineModel attention." + "reason": "Both are CUDA/dtype failures, but they affect different models and different pipelines (AMP loss vs ONNX export attention)." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but on different tokenizers and different triggers; no shared underlying bug is evident." + "reason": "Different tokenizers and different failure modes; not the same underlying bug." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency is unrelated to an ONNX fp16 dtype mismatch during export." + "reason": "Chunked generation/compiled forward is unrelated to ONNX export dtype mismatch." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "A Torch version compatibility complaint is not the same bug as a TimesFM window_size attribute error." + "reason": "Torch version compatibility and a TimesFM window_size AttributeError are unrelated bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Different config bugs: Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Both are config/API inconsistencies, but they concern different models and different fields." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection is unrelated to image processor handling of void segmentation maps." + "reason": "Early stopping metric selection is unrelated to image processor segmentation-map handling." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different models and different failure modes." + "reason": "Different models and different failure classes (FP8 config error vs segmentation fault on load)." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error has no clear overlap with progressive generation using inputs_embeds and past_key_values." + "reason": "A MacOS CLIP bus error is not the same as progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing error and weight_only loading error are different code paths, not the same bug." + "reason": "Both are Qwen multimodal issues, but they affect different model variants and different stages (video processing vs from_pretrained weight loading)." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is distinct from the T5 add_special_tokens name-collision load failure." + "reason": "Inconsistent slow/fast tokenizer behavior is not the same as the T5 add_special_tokens constructor conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior are unrelated." + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to an apex FusedRMSNorm memory leak." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are separate bugs." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as an ONNX export dtype mismatch." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to a CanineModel ONNX dtype mismatch." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "An int4 quantization memory regression is not the same as a tokenization version-change issue." + "reason": "Memory growth under int4 quantization is not the same as version-dependent tokenization changes." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization corruption is unrelated to from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer junk in v5 and from_pretrained behavior inside Python classes are different issues." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding_window in Qwen3-MoE and text_config unwrapping in composite multimodal configs are different bugs." + "reason": "Sliding-window behavior in Qwen3-MoE and text_config unwrapping in composite Qwen multimodal configs are different code paths." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA regression is unrelated to tokenizer special-token registration and empty decode output." + "reason": "torch.compile/SDPA failure is unrelated to tokenizer special-token registration." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file handling in from_pretrained is a different bug than XLMRobertaTokenizer passing the wrong type to Unigram." + "reason": "Both involve loading/tokenizer init, but the root causes are different: gguf_file handling vs Unigram expecting a sequence." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo is unrelated to outdated v5 docs about removed pipeline tasks." + "reason": "A cache-strategy typo and outdated docs about removed pipeline tasks are not the same bug." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and PEFT local-checkpoint loading failure do not share the same code-path bug." + "reason": "Auto device map cudaErrorAssert and PEFT-adapter checkpoint loading are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Device mismatch during CPU offload and unpacking packed weights during accelerate loading are different failure mechanisms." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning and undefined video-token counting logic are different issues." + "reason": "A trailing-slash local path import warning is unrelated to undefined video-token helper functions." }, { "left": "issue:45072", "right": "issue:47050", "accept": false, - "reason": "bfloat16 inference dtype mismatches are not the same as fp16 ONNX export failures." + "reason": "bfloat16 inference dtype mismatches across two models are not the same as a CanineModel fp16 ONNX export bug." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failures are unrelated." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failures are different issues." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering dropping tuple labels is unrelated to SAM3 text/bbox interaction bugs." + "reason": "Metric gathering label truncation and SAM3 text/bounding-box behavior are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting not updating is a different problem from progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting and progressive generation with cache embeddings are different bugs." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are unrelated despite the similar parameter name." + "reason": "Both mention window/sliding_window concepts, but they involve different models and different failure surfaces." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark-small CPU offload mismatch and BigBirdTokenizer mask-token registration are clearly unrelated." + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token registration are unrelated." } ] }, @@ -5336,8 +5336,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -5733,7 +5733,7 @@ "issue:44488|issue:47020", "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "3590ab97370a3430e21d84e8c7bc719937b9ff2661a07d98d856d6a2c7f4b011", + "prepared_review_unit_hash": "3d5e27c89bf88a970488b425d528b1043cb539025fa0b5ab9fb81a066d3c0e5b", "component_budget": { "node_count": 509, "item_count": 509, @@ -5755,210 +5755,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of tokenizer, vision/video, cache, loading, and trainer regressions; none of the soft-edge pairs look like the same concrete bug/change, so all are rejected.", - "confidence": 0.89, - "canonical_issue_reason": "If one issue has to represent the cluster, 43421 is the broadest tokenizer-infrastructure report and overlaps the most with the other tokenizer-focused items, though this is not a true duplicate cluster.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, vision/video, cache, config, and performance bugs. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "Issue #43873 is the broadest, most actively discussed open report in the set, so it is the best anchor for this otherwise unrelated cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the most active open report here and has the broadest apparent impact, but it still does not match the others closely enough to serve as a duplicate canonical.", + "best_issue_reason": "#43873 has the strongest engagement and a regression-style description, making it the most representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is a docs/example mismatch and the other is a HF-vs-JAX implementation discrepancy; different fixes." + "reason": "Both are SigLIP2-related, but one is a doc/example failure and the other is an implementation discrepancy; different bugs." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor refresh and the other is BigBird mask-token registration/decode behavior." + "reason": "Both involve special tokens, but one is a backend post-processor update issue and the other is a BigBirdTokenizer registration bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely different subsystems: image segmentation map handling vs an import error for GenerationMixin." + "reason": "Completely different subsystems and failures: image segmentation processing vs a GenerationMixin import error." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen vision/video-related, but one is a weight_only load failure and the other is a video position-id bug." + "reason": "Different Qwen VL models and different failure modes; no clear shared bug." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch tokenizer regex paths, but the concrete failures differ: missing backend_tokenizer vs codec/warning regression." + "reason": "Both mention fix_mistral_regex, but one crashes in regex patching while the other is a tokenizer regression with codec handling/warning behavior." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache length, but one is stale cache state on a second forward pass and the other is a device-tensor return breaking slice arithmetic." + "reason": "Both touch cache behavior, but they are different code paths and symptoms: stale indexer cache vs seq_length return-type arithmetic." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs Hub API revision forwarding; unrelated code paths." + "reason": "Different areas entirely: tokenizer regression vs a repository API forwarding issue." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer-related, but one is special-token post-processor updates and the other is a LayoutLMv2 NER/padding crash." + "reason": "Both are tokenizer-related, but the failure modes are different and not the same underlying bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to the quantization/offloading regression." + "reason": "SigLIP2 doc/implementation issues are unrelated to the quantization/offloading regression." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model internals: accelerate loading of packed BitNet weights vs DAC latent/STE mismatch." + "reason": "Different models and different internals; no plausible shared fix." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer API breakage vs long OCR input indexing failure; not the same bug." + "reason": "Both are model-loading/processing issues, but they affect different models and different failure paths." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Special-token decode bug vs packed-weight loading bug; different code paths." + "reason": "Tokenizer special-token handling and BitNet weight unpacking are unrelated." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Both are RT/vision model issues, but one mis-populates hidden_states and the other errors when feature levels exceed backbone outputs." + "reason": "Both are model output/forward problems, but they concern different architectures and different code paths." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA runtime failure vs config save/load token-ID loss; unrelated." + "reason": "torch.compile/SDPA failure is unrelated to config save/load token ID loss." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Cache seq-length contract issue vs output field mismatch; different areas." + "reason": "A cache length contract bug and a video classification output-field bug are not the same issue." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video issues, but one is video input processing in Qwen3OmniMoe and the other is chat-template token/feature count mismatch in Qwen3.5." + "reason": "Both involve video inputs in Qwen models, but the symptoms and APIs differ enough that they do not look like one bug." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different model classes and failures: SDPA/compile regression vs MLukeTokenizer AttributeError." + "reason": "Different models and different failures; no common code-path evidence." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs vs FA2 long-context performance regression; not the same bug." + "reason": "Qwen2.5-VL video position IDs vs FA2 long-context performance regression are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Tokenizer-loading/special-token-adjacent, but one is AddedToken kwarg duplication and the other is a model-specific load failure." + "reason": "Both are tokenizer loading issues, but one is an AddedToken constructor error and the other is a specific model load failure." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel init crash vs audio fbank feature extraction issue." + "reason": "Deepspeed/BertModel initialization and audio fbank extraction are unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window MoE bug vs AutoConfig missing fields with trust_remote_code." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Base-model-prefix loading regression vs from_pretrained behavior inside Python classes." + "reason": "Both involve from_pretrained/model loading, but the reported regressions are different and not the same underlying bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different failures: Qwen3 auto-device-map cuda assert vs tokenizer load regression for EMBEDDIA/est-roberta." + "reason": "CUDA device-mapping assert and tokenizer loading for a specific model are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs add-new-model-like failing in tokenizer mapping names." + "reason": "Audio feature extraction and tokenizer mapping-name handling are different subsystems." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer/NER padding crash vs image classification interpolation bug." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-size handling are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map failure vs custom trainer loss-signature change." + "reason": "Image processing for void segmentation maps is unrelated to a Trainer compute_loss signature regression." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token decode bug vs DAC latent mismatch; no shared concrete code path." + "reason": "Special-token registration and DAC latent reconstruction are unrelated." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs static-cache seq-length tensor issue." + "reason": "Gemma3n variable collision and static-cache seq_length return type are different bugs." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "Cache length return-type bug vs Gemma4 quantized embedder dtype casting." + "reason": "Cache seq_length contract and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE layer count regression." + "reason": "Both are model-specific architecture complaints, but they affect different models and different implementation areas." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions-field regression vs RT-DETR output differences; different model bugs." + "reason": "CLIP output attentions regression and RT-DETR output differences are unrelated model bugs." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading issues, but the root causes differ: one model fails to load, the other passes the wrong vocab type to Unigram." + "reason": "Both are tokenizer load failures, but the root causes differ: one model cannot load and the other passes the wrong type to Unigram." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Torch.compile SDPA failure vs DAC STE mismatch; unrelated." + "reason": "Different model internals and different runtime failures; not a duplicate pair." } ] }, @@ -6059,7 +6059,7 @@ "issue:46294|issue:46463", "issue:44805|issue:44936" ], - "prepared_review_unit_hash": "4edb7a9aba49a8259db574c1de5d6f8dee38eee952834c4edade9e70c5e0d757", + "prepared_review_unit_hash": "38eaa58609d78fb073c39625e6054bb576e3bc86b554712547d6dcc34d2844f9", "component_budget": { "node_count": 509, "item_count": 509, @@ -6081,168 +6081,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated bugs in config loading, tokenizers, vision/video models, dtype/device handling, training utilities, and documentation. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items span unrelated failure modes and subsystems, so there is no single underlying defect to anchor the cluster.", + "summary": "The set is mostly a collection of unrelated Transformers issues; the soft matches are largely thematic rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so all are rejected. The broadest representative issue is the remote_code regression report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the broadest cross-cutting report in the set, covering a class of remote_code regressions rather than a single model-specific bug, so it is the best umbrella canonical issue among these mostly unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: because there is no coherent duplicate set, any single issue would be a poor representative.", + "best_issue_reason": "issue:45020 is the most representative cluster anchor because it is broad, user-facing, and plausibly subsumes adjacent remote_code/config-loading breakages more naturally than the narrower model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Different config-loading bugs: missing fields from trust_remote_code versus strict config rejection for granite_speech." + "reason": "Both concern config loading behavior, but one is missing fields with trust_remote_code and the other is strict config rejecting granite_speech; different failure modes and code paths." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both mention _patch_mistral_regex, but one is an offline hub call problem and the other is a backend_tokenizer attribute crash." + "reason": "Both mention _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different failures: loading AutoImageProcessor from URL versus a template compilation TypeError." + "reason": "No meaningful overlap beyond being generic runtime failures; one is AutoImageProcessor-from-URL loading, the other is a template compilation TypeError." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different models and root causes: SigLIP2 doc example errors versus Kosmos2.5 long-OCR index error." + "reason": "Different models and problems: SigLIP2 docs/model-processor mismatch vs Kosmos2.5 OCR long-input indexing." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal input bugs, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma 3n variable-name collision in forward()." + "reason": "Both are multimodal/video-ish, but the actual bugs differ completely: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask name collision." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Unrelated issues: BarkProcessor voice_preset versus an ImportError for GenerationMixin from transformers.generation." + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are unrelated issues." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: Pegasus v4/v5 output drift versus CamemBERT masked-LM prediction errors." + "reason": "Both are v5 regressions, but they affect different models and outputs (Pegasus generation vs CamemBERT masked LM)." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures: LayoutLMv2 NER/batching crashes versus AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Both concern validation/loss behavior, but one is input validation error messaging and the other is degenerate zero loss for single-label classification." + "reason": "Input validation error messaging for input_ids/inputs_embeds is separate from the zero-loss single-label classification bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different audio/vision bugs: Whisper empty transcription after token alignment versus Kosmos2.5 long OCR input indexing." + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 long OCR input indexing." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different hardware/runtime issues: Llava Next segfault on load versus an MPS histogram op not implemented for Int in moe." + "reason": "Segfault loading Llava Next models and an MPS histogram Int-type error in moe are different code paths and failure types." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-related, but one is a regression loading est-roberta and the other is an XLMRobertaTokenizer constructor type mismatch." + "reason": "Both are tokenizer-loading issues, but the titles indicate different tokenizers and different root causes; not the same underlying bug." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different loading/runtime problems: non-persistent buffers filled with junk versus broken FSDP CPU RAM efficient loading." + "reason": "Both involve loading/runtime regressions, but one is junk non-persistent buffers and the other is FSDP CPU RAM-efficient loading; not the same fix." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both involve mismatches, but one is Bark CPU offload device mismatch and the other is dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Device mismatch under CPU offload for Bark is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen model bugs: weight_only loading error for Qwen3VL versus flash-attention generation failure for Qwen3.5." + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are distinct problems." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Different tokenizer/processor behaviors: special-token runtime updates versus Whisper batch_decode skip_special_tokens handling." + "reason": "Both touch special-token behavior, but one is runtime post-processor updates and the other is Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related only at a very broad migration level; one is removal of is_torch_fx_available breaking trust_remote_code models, the other is a generic remote_code regression." + "reason": "issue:45020 is a broad umbrella for remote_code regressions, while issue:44561 names one specific root cause; they overlap in theme but not the same concrete bug/change." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Different tokenizer import paths and causes: est-roberta loading regression versus kernels v0.15 requirement breakage in transformers.pipelines." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and importing pipelines with kernels v0.15 are different dependency/loading failures." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different video-input regressions: Qwen VL family v5.3.0 behavior change versus Kosmos2.5 OCR indexing." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated multimodal bugs." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Both are BLIP/Video-LLaVA model issues, but one is dtype staying float32 on load and the other is missing temporal attention plus weight sharing." + "reason": "Blip2 dtype staying float32 and Video-LLaVA missing temporal attention/share-weight issues are different model-loading defects." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both mention torch/dtype/runtime behavior, but Bamba-9B-v2 torch.compile+SDPA is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 mismatch." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to dtype mismatches in other models." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Both are dtype/allocator-ish, but one is an Apple Silicon warmup TypeError and the other is stale model.config.dtype after from_config(dtype=...)." + "reason": "Apple Silicon TypeError in caching_allocator_warmup and stale config.dtype after from_config(dtype=...) are distinct dtype/utility problems." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different training/inference bugs: gather_for_metrics dropping tuple labels versus Mamba2Mixer use_cache producing incorrect results." + "reason": "gather_for_metrics truncation of tuple labels and Mamba2Mixer use_cache correctness are different bugs with different code paths." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Both touch pipeline/model behavior, but one is an error-message regression and the other is nonsensical SigLIP2 outputs with AutoModel and pipeline." + "reason": "An incorrect pipeline error message about translation support is not the same as SigLIP2 nonsensical outputs in AutoModel/pipeline." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different chat-template and decoder-input problems: Qwen3.5-9B video token mismatch versus T5 decoder input validation messaging." + "reason": "Qwen3.5 video feature/token mismatch and T5 decoder input validation messaging are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different error classes and subsystems: shape-mismatch indexing bug versus trainer.evaluate() failing after trainer.train()." + "reason": "Index mask-shape mismatch and trainer.evaluate failing after train are separate training/runtime issues." } ] }, @@ -6261,8 +6261,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -6545,8 +6545,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -6924,7 +6924,7 @@ "issue:45538|issue:46869", "issue:44936|issue:46821" ], - "prepared_review_unit_hash": "a2aa0f4a359881c4c1989df7bf241b08fc35c44313e4f8ef23202e70c435e9a0", + "prepared_review_unit_hash": "cb9e79a650e605f756bf122263826dd3db3dee2e76500741e7a88517a3fad970", "component_budget": { "node_count": 509, "item_count": 509, @@ -6946,168 +6946,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose lexical grouping of mostly unrelated Transformers issues across different models, tokenizers, loading paths, and training/runtime features. None of the proposed soft edges look like true duplicates of the same underlying bug or change.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues across tokenizers, model loading, training, cache, and packaging. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45081 is the clearest, most actionable bug report in the set: it names a specific tokenizer-loading code path, gives a concrete exception, and is well-scoped for triage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:34689 is the strongest standalone report to use as a representative issue: it is a concrete, reproducible model-loading regression with a specific affected version/model combination and clear user impact. It is still not a duplicate of the other items, which are about different subsystems.", + "best_issue_reason": "Issue 45081 is the strongest standalone issue to keep as the representative example because it is concrete, reproducible, and narrowly defined.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is about lazy initialization causing spurious recompilation with chunked prefill, while the other is about `max_cache_length` only affecting Quantized Cache. Different bugs and code paths." + "reason": "Both are cache-related, but one is about lazy cache initialization causing recompilation and the other about max_cache_length only applying to Quantized Cache; different defects." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve error handling, but one is a tokenizer/protobuf decode path hiding real tokenizer errors, and the other is a bare `except` in FuyuBatchFeature swallowing `KeyboardInterrupt`. Not the same issue." + "reason": "Both involve bad exception handling, but they affect different functions and different failure modes; not the same bug." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "`ADD THE DATA` is too vague to match anything specific, while the other is an isolated reproduction of a separate issue. No shared bug description." + "reason": "Unrelated issues: one is a vague data request, the other is a reproduction of a specific upstream bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "One is a Qwen3Moe FP8 config failure, the other is an `AutoImageProcessor` URL loading problem. Different model families and failures." + "reason": "Different subsystems and symptoms: FP8 config failure vs loading AutoImageProcessor from URL." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer fast/slow inconsistency versus TrainerState token-count tracking not updating. Different components and symptoms." + "reason": "Tokenizer inconsistency and TrainerState token counting are unrelated code paths." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both touch memory/loading concerns, but one is FSDP CPU RAM efficient loading being broken and the other is disabling mmap on Strix Halo to avoid OOM. Distinct fixes." + "reason": "Both mention memory/loading, but one is FSDP RAM-efficient loading and the other is mmap/OOM on Strix Halo; not the same root cause." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "One is about video input processing in Qwen3OmniMoe; the other is a diffusion generation output/pipeline failure. Different features and failures." + "reason": "Different models and pipelines; the failures are not the same concrete bug." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to the pipelines import failure caused by kernels v0.15 requiring version/revision." + "reason": "A missing pad_token_id on Llama4Config is unrelated to kernels dependency requirements during pipeline import." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel versus a Bart `generate()` unbound local error. Completely different failure modes." + "reason": "ImportError for missing PyTorch and Bart generate() UnboundLocalError are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both tokenizer-related, but one is `add_special_tokens` failing to add BOS/EOS, while the other is a Kimi-K2.5 codec/regex regression. Different underlying bugs." + "reason": "Both are tokenizer regressions, but they concern different tokenizers and distinct behaviors." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading `physical-intelligence/fast` in newer Transformers is unrelated to CLIPTokenizer's enormous `model_max_length` constant." + "reason": "Loading a specific model in >=5.1.0 and CLIPTokenizer max_length handling are separate bugs." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight-tying bug versus BLIP2 dtype propagation bug. Different model internals and remedies." + "reason": "One is about tied lm_head weights; the other is about dtype propagation in Blip2 loading." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig losing custom token IDs on save/load is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are load-time errors, but one is missing PyTorch dependency detection and the other is a specific Llama 3.2 Vision model-loading regression. Not the same bug." + "reason": "Both are loading failures, but one is a missing PyTorch dependency error and the other is a version-specific model loading regression." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility is a version-support issue; kernels v0.15 import failure is a separate dependency/API requirement issue." + "reason": "Torch incompatibility and kernels import requirements are different dependency issues with different failure points." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error for a CLIP community model versus a TrainerState counter not updating. No shared code path." + "reason": "MacOS bus error in CLIP model loading and TrainerState token accounting are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output differences in Transformers v5 versus Qwen3.5 saving wrong visual encoder keys. Different model families and bug classes." + "reason": "Different regression surfaces: RTDetrV2 output differences vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "AMP float16 loss crash in LwDetrImageLoss versus RTDetrModel.forward failing when feature-level counts mismatch. Related domain, but not the same underlying defect." + "reason": "Different RT-DETR bugs: AMP/CUDA loss crash vs forward type error when feature levels exceed backbone outputs." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied embeddings/lm_head behavior, but one is a missing weight tie in Mistral3ForConditionalGeneration and the other is LoRA merging with extended vocabulary causing collapse. Different mechanisms and fixes." + "reason": "Both touch weight tying, but one is a missing tie in model construction and the other is model collapse after LoRA merge with extended vocab." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "One is packaging/backend dependency coverage (`tensorflow` missing from `.[torch]`), the other is an import error for a newly introduced class. Not duplicates." + "reason": "Backend packaging/install issue and missing export/import issue are not the same defect." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Mistral regex patch crashing on tokenizer backend access is unrelated to XLMRobertaTokenizer passing a dict to Unigram. Different tokenizer implementations and errors." + "reason": "Mistral regex patch crash and XLMRobertaTokenizer Unigram constructor error involve different tokenizer implementations and failures." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque pop error versus an incorrect minimum PEFT version bump. No overlap in bug origin." + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch dependency ImportError and LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "`trainer.evaluate()` breaking after training is unrelated to TimesFM 2.5's `window_size` AttributeError." + "reason": "FineGrainedFP8Config failure and CLIPTokenizer max_length issue do not share the same root cause." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "A video-input regression across specific VL models is different from a performance regression with FA2 and long-context generation." + "reason": "Video-input regression across models and FA2 long-context performance regression are different problems." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer's absurd `model_max_length` value is unrelated to YOLO failing with multi-GPU `device_map='auto'`." + "reason": "CLIPTokenizer max_length default and YOLO multi-GPU device_map failure are unrelated." }, { - "left": "issue:446??", - "right": "issue:??", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "No additional soft edge provided." + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError affect different APIs and code paths." } ] }, @@ -7126,8 +7132,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -7433,8 +7439,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -7726,8 +7732,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -8024,8 +8030,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -8343,8 +8349,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -8655,8 +8661,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -8938,8 +8944,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -9250,8 +9256,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -9562,8 +9568,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -9869,8 +9875,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -10161,8 +10167,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -10459,8 +10465,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -10791,8 +10797,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -11074,8 +11080,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -11382,8 +11388,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -11659,8 +11665,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -11951,8 +11957,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -12249,8 +12255,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -12560,8 +12566,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -12865,8 +12871,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -13170,8 +13176,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -13468,8 +13474,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -13839,7 +13845,7 @@ "issue:44623|issue:45656", "issue:44871|issue:46132" ], - "prepared_review_unit_hash": "d09771b0ff156982d00cbcf844976505ce92d14fefde2021632870b9680a0c78", + "prepared_review_unit_hash": "7539dcd3f3f1a188afe6bd15332580a6bb5c633d562c47cd922aa327b2999505", "component_budget": { "node_count": 509, "item_count": 509, @@ -13861,198 +13867,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairings only share a broad subsystem (tokenizers, vision/video, cache, compile, or upgrade regressions) and do not look like the same underlying bug. I would not merge any of the soft edges.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43723 is the closest umbrella candidate because it is the broadest tokenizer-loading regression in v5, but the cluster overall does not contain a true duplicate set.", + "summary": "The proposed soft pairs are mostly broad thematic overlaps rather than the same concrete bug or change. I\u2019d reject all of them as duplicates; the set spans unrelated tokenizer, model-loading, cache, attention, and training issues.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43723 is the best representative issue for this noisy group: it is high-signal, general enough to cover nearby tokenizer-loading reports, and more central than the highly specific model/path bugs elsewhere in the set.", + "best_issue_reason": "issue:44479 is the strongest standalone bug report here: it states a clear regression, names multiple affected model families, and points to a concrete video-input failure path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Different problems: a video-input regression in specific Qwen models vs a Windows/ROCm import/dependency failure." + "reason": "Video-input regression in Qwen/VL models and a Windows ROCm import/dependency issue are unrelated code paths." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory not being released is unrelated to MaskGenerationPipeline dropping the final partial batch." + "reason": "RT-DETR memory not being released and MaskGenerationPipeline dropping a final partial batch are different bugs in different components." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO/from_pretrained initialization and a deepspeed double optimizer step are different code paths and symptoms." + "reason": "A zero3 from_pretrained failure and a double optimizer-step problem under deepspeed are not the same underlying issue." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer cache loading offline and Gemma4 multi-GPU OOM are unrelated failure modes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated symptoms and subsystems." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Same SAM3 family, but one is a dummy Conv2d implementation detail and the other is a tracker/model-type warning; not the same bug." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type/config mismatch warning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "A missing attribute in SAM3 video output is not the same as Qwen3OmniMoe rejecting video inputs." + "reason": "These concern different models and failures: a missing vision-encoder attribute versus a Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict granite_speech config validation and a Windows/ROCm torch.distributed import issue are unrelated." + "reason": "Strict config loading for granite_speech and a Windows ROCm/torch.distributed import issue do not share the same bug." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading regression in v5 and an accuracy regression after upgrade are too different to be one bug." + "reason": "Tokenizer loading in v5 and a DeepSeek accuracy regression after upgrade are distinct problems." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Import/dependency failure on Windows/ROCm versus RTDetr forward shape/feature-level mismatch are unrelated." + "reason": "Import failure on Windows/ROCm and an RTDetr forward shape/feature-level error are different code paths." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and an MLukeTokenizer AttributeError do not share the same underlying defect." + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning in ms-swift fine-tuning are unrelated." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization behavior." + "reason": "A torch.compile attention-kernel divergence bug is not the same as a Gemma pipeline roundtrip failure on the \u2581 token." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both mention warnings, but the model config warning and stale num_return_sequences warning are different issues." + "reason": "One is a model config warning, the other is a stale num_return_sequences warning in paged generate; not the same bug." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale cache/indexer behavior in GlmMoeDsa is unrelated to Gemma4's missing mm_token_type_ids default." + "reason": "GlmMoeDsa stale indexer cache on second forward and Gemma4 mm_token_type_ids defaulting are different defects." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat completions endpoint rejection and Gemma pipeline roundtrip failure are different request/processing paths." + "reason": "A /v1/chat/completions request rejection and a pipeline tokenizer roundtrip issue are not the same underlying problem." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "A reproduction of another issue is not itself the same bug as Gemma pipeline roundtrip failure." + "reason": "An isolated reproduction of another issue and a Gemma roundtrip failure are unrelated." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve compile/runtime behavior, but one is attention-kernel branching and the other is cache lazy initialization causing recompilation." + "reason": "Both mention cache/compile, but one is attention-kernel divergence and the other is lazy cache initialization causing recompilation." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are unrelated contract/config issues." + "reason": "StaticCache returning a shape-(1,) tensor and LlamaConfig validating head_dim divisibility are separate contract/validation issues." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A stale indexer cache crash and a flash_attention None-attribute crash are different bugs." + "reason": "A stale cache bug on second forward and a flash_attention s_aux=None crash are different failures." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary loss behavior and a deepspeed host-sync concern in compute_loss are not the same change or defect." + "reason": "Missing auxiliary losses in D-FINE and a CUDA-tensor conditional causing host sync in deepspeed loss code are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram support for Int and missing chat template errors are unrelated." + "reason": "An MPS histogram integer limitation and a missing chat template error are different problems." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "An annotation-processing crash is not the same as device-tensor cache-length arithmetic breaking under torch.compile." + "reason": "auto_docstring crashes with future annotations, while _prefill has a static-cache tensor/device arithmetic bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a major throughput regression after upgrade are unrelated." + "reason": "MLukeTokenizer AttributeError and a Transformers upgrade performance regression are not the same issue." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder scaffolding and MaskGenerationPipeline batch-end handling are different subsystems and bugs." + "reason": "SAM3 pixel-decoder scaffolding and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related only at a very broad serialization level." + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are both serialization-related, but not the same concrete bug." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 nonsensical outputs and AutoProcessor missing-vision-backend errors are different failure modes." + "reason": "Nonsensical outputs from SigLIP2 and an AutoProcessor missing-backend error are different failure modes." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrade is not the same as optimizer.step being called twice under deepspeed." + "reason": "A slowdown after upgrading Transformers and a deepspeed optimizer-step duplication bug are unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch and a filtering slowdown regression are unrelated." + "reason": "resume_from_checkpoint key mismatch and post-upgrade filtering slowdown are different issues." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template IndexError and XLMRobertaTokenizer Unigram type mismatch are distinct tokenizer bugs." + "reason": "Empty chat-template input IndexError and XLMRobertaTokenizer passing a dict to Unigram are unrelated tokenizer bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Transformers 5.0 custom model initialization breakage and ESM2 being broken are too broad and different to merge." + "reason": "Custom model initialization breaking in v5 and ESM2 being broken are separate model-specific regressions." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and double optimizer stepping do not share a code path." + "reason": "Processor save_pretrained file emission and double optimizer stepping under deepspeed are unrelated." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register changing registered-function behavior are unrelated." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register changing registered function behavior are different concerns." } ] }, @@ -14071,8 +14077,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -14480,7 +14486,7 @@ "issue:43479|issue:44079", "issue:42898|issue:44779" ], - "prepared_review_unit_hash": "fbca7f91fb481cc82fd4ad6c77f5d0234b6e3945228619e03bb6f202a730cb9d", + "prepared_review_unit_hash": "68eaee99381b9157347c995110b0aec7238fb5610902b9b1a877e8fa34f24b01", "component_budget": { "node_count": 509, "item_count": 509, @@ -14502,204 +14508,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the issues span unrelated tokenizer, docs, config, generation, and CI problems. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.97, - "canonical_issue_reason": "issue:42673 is the earlier and fuller report for the exact same Qwen3ForCausalLM VRAM leak described again in issue:43704.", + "summary": "The cluster is mostly heterogeneous Transformers issues across tokenizers, generation, docs, quantization, and model-specific bugs. Only one clear duplicate pair stands out: the two Qwen3ForCausalLM VRAM-leak issues are the same runtime/threading bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue: it is the earlier report of the exact Qwen3ForCausalLM multi-dataloader-thread VRAM leak, with more discussion and references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best issue anchor because it is the clearest true duplicate target and has the more substantial discussion around the same concrete bug.", + "best_issue_reason": "issue:42673 best represents the cluster\u2019s only clear duplicate and has the most complete signal for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Different subsystems and failure modes: AMP/CUDA loss crash vs import-time doc-lint output." + "reason": "Different bugs: FP16/CUDA loss crash vs docstring import-time logging noise." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Unrelated code paths: Mistral tokenizer regex patching vs auto_docstring annotation handling." + "reason": "Different crash sites and causes; both are AttributeError reports but in unrelated code paths." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure and a Qwen2.5-VL import error are different bugs." + "reason": "Quantized model saving failure is unrelated to the Qwen2.5-VL import error." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma, but one is a tokenizer roundtrip bug and the other is a pipeline/output-class failure." + "reason": "Both mention Gemma, but one is token roundtrip failure and the other is a broken image-text-to-text pipeline." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is from_pretrained/config loading; not the same bug." + "reason": "Both involve MoE/FP8, but one is save_pretrained and the other is from_pretrained initialization; different failures." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring import-time diagnostics." + "reason": "D-FINE auxiliary-loss bug is unrelated to auto_docstring stderr/stdout diagnostics." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same concrete symptom: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + "reason": "Same exact issue: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads; titles and symptoms match." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to a Janus image-generation test failure." + "reason": "Generation kwargs sync bug is unrelated to a Janus image-generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different FP8 problems: accuracy regression vs model saving failure." + "reason": "Both are FP8-related, but accuracy regression and FP8 save_pretrained failure are different underlying problems." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config.json issue and an xdist file-race bug are unrelated." + "reason": "Model config import failure is unrelated to xdist race on captured_info.txt." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend in extras is unrelated to a nonexistent image_utils import." + "reason": "Package extra/backend issue is unrelated to a missing image_utils import." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Recurrent-state reset in modular Qwen3_5 is unrelated to a deepspeed loss host-sync concern." + "reason": "Recurrent-state/cache reset bug is unrelated to host synchronization in deepspeed loss computation." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Pytest-xdist capture-file race and broken auto_mappings references are separate CI issues." + "reason": "xdist file race and auto_mappings stale config references are different CI issues." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A version pin bump and doc-lint stdout noise do not describe the same bug." + "reason": "Pinned dependency version mismatch is unrelated to doc-lint output at import time." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version support breakage is unrelated to an import from image_utils." + "reason": "Python version compatibility problem is unrelated to a missing module import." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training and Adafactor OOM in DeepSpeed are different failures." + "reason": "MLFlow reporting on failed training and Deepspeed OOM with Adafactor are different bugs." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang and token-embedding resize reinit are unrelated." + "reason": "Stuck loading Sentence Transformers and embedding reinit on resize are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms." + "reason": "Both tokenizer regressions in v5, but different behaviors and different tokenizer families." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Multimodal config default initialization and ImageClassifierOutput hidden_states mismatch are unrelated." + "reason": "Multimodal config default initialization bug is unrelated to incorrect hidden_states in VideoPrism output." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow backend and leftover dummy classes are separate packaging/CI problems." + "reason": "Backend extra packaging and leftover dummy classes are separate maintenance issues." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor save files is unrelated to Qwen3.5 MoE from_pretrained loading." + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional attention masking and partial-batch pipeline completion are different pipeline bugs." + "reason": "Gemma4 attention-mask bug and partial-batch pipeline termination bug are different code paths." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Broken auto_mappings CI and a huggingface_hub CLI worker failure are unrelated." + "reason": "Stale auto_mappings config refs and huggingface_hub CLI incompatibility are unrelated CI failures." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in threaded dataloader use is not the same as a long-context FA2 performance regression." + "reason": "Same model family, but VRAM leak in dataloader threads is not the same as FA2 long-context performance regression." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic AutoTokenizer loading failure and mdeberta add_special_tokens behavior are different tokenizer bugs." + "reason": "Tokenizer loading failure and add_special_tokens/BOS-EOS regression are different tokenizer bugs." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4MultimodalConfig defaults and Whisper timestamp decoding crash are unrelated." + "reason": "Multimodal config initialization bug is unrelated to Whisper timestamp decoding crash." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Cleanup-space behavior changes and Granite token-id regression are separate tokenizer issues." + "reason": "Both are tokenizer behavior regressions, but they affect different models and different failure modes." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a docs parameter-name mismatch are not the same underlying bug." + "reason": "Notebook syntax error and docs parameter-name mismatch are unrelated documentation issues." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are documentation examples, but they concern different models and different failures." + "reason": "Both are broken docs examples, but they are different examples with different model-specific failures." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Qwen recurrent-state reset and deepspeed_sp_compute_loss host synchronization are unrelated." + "reason": "Default config initialization and ModelOutput key assignment are unrelated internals." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different concrete symptoms." + "reason": "Both are v5 tokenizer regressions, but they concern different models and different incorrect outputs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The anchor choice is grounded: issue:42673 and issue:43704 have identical titles and the body lengths support 42673 as the fuller earlier report. The cluster summary stays conservative by describing the rest as heterogeneous and does not overclaim duplicates. The soft-edge verdicts also look appropriately cautious, with the only accepted pair being the clearly matching Qwen3ForCausalLM VRAM leak reports." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The exact duplicate between issue:42673 and issue:43704 is clearly supported by the identical titles and matching symptom, and the canonical issue choice is reasonable given the earlier report. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -14715,8 +14721,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -15019,8 +15025,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -15324,8 +15330,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -15621,8 +15627,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -15925,8 +15931,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -16223,8 +16229,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -16529,8 +16535,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -16820,8 +16826,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -17145,8 +17151,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -17471,8 +17477,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -17797,8 +17803,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -18119,8 +18125,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -18459,8 +18465,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -18834,8 +18840,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -19230,8 +19236,8 @@ "review_unit_count": 62, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-509", "nodes": [ @@ -19354,9 +19360,9 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ "issue:10519", @@ -19432,8 +19438,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19503,8 +19509,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19566,8 +19572,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -19832,8 +19838,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-21", "nodes": [ @@ -20243,8 +20249,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20306,8 +20312,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20369,8 +20375,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20432,8 +20438,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20495,8 +20501,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20558,8 +20564,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20658,8 +20664,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -20802,8 +20808,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20922,8 +20928,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20985,8 +20991,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -21048,8 +21054,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -21111,8 +21117,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21229,8 +21235,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21292,8 +21298,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -21358,8 +21364,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21421,8 +21427,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21484,8 +21490,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-9", "nodes": [ @@ -21760,8 +21766,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -21826,8 +21832,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -21892,7 +21898,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-45", + "cluster_id": "cluster-40546-47", "nodes": [ "pull_request:43451", "pull_request:45694", @@ -21935,7 +21941,9 @@ "pull_request:47057", "pull_request:47058", "pull_request:47062", - "pull_request:47069" + "pull_request:47069", + "pull_request:47077", + "pull_request:47078" ], "soft_pairs": [ "pull_request:46903|pull_request:46958", @@ -21950,7 +21958,7 @@ "pull_request:47056|pull_request:47058", "pull_request:47006|pull_request:47058", "pull_request:46927|pull_request:47055", - "pull_request:46927|pull_request:47006", + "pull_request:46908|pull_request:47006", "pull_request:46908|pull_request:46928", "pull_request:46927|pull_request:46986", "pull_request:46907|pull_request:46926", @@ -21961,9 +21969,9 @@ "pull_request:46908|pull_request:47058", "pull_request:46928|pull_request:47058", "pull_request:46928|pull_request:47054", - "pull_request:46954|pull_request:46961", "pull_request:46941|pull_request:46986", "pull_request:46941|pull_request:47006", + "pull_request:46954|pull_request:46961", "pull_request:46928|pull_request:46941", "pull_request:46958|pull_request:46961", "pull_request:46954|pull_request:46968", @@ -21971,20 +21979,22 @@ "pull_request:46961|pull_request:46974", "pull_request:46958|pull_request:46974", "pull_request:46954|pull_request:46971", - "pull_request:46958|pull_request:46968", "pull_request:46971|pull_request:46974", + "pull_request:46958|pull_request:46968", "pull_request:46968|pull_request:46974", "pull_request:46961|pull_request:46968", "pull_request:46961|pull_request:46971", "pull_request:46949|pull_request:46968", + "pull_request:47077|pull_request:47078", "pull_request:46266|pull_request:46957", - "pull_request:47034|pull_request:47035", + "pull_request:47062|pull_request:47077", "pull_request:47019|pull_request:47025", - "pull_request:47019|pull_request:47069", + "pull_request:47034|pull_request:47035", "pull_request:46196|pull_request:46995", + "pull_request:47019|pull_request:47069", "pull_request:46957|pull_request:46965", - "pull_request:46707|pull_request:46961", "pull_request:46266|pull_request:46707", + "pull_request:46707|pull_request:46961", "pull_request:46968|pull_request:47019", "pull_request:46707|pull_request:46968", "pull_request:46707|pull_request:46957", @@ -21994,455 +22004,252 @@ "pull_request:46961|pull_request:47019", "pull_request:46196|pull_request:46965", "pull_request:46658|pull_request:47062", + "pull_request:46912|pull_request:47078", "pull_request:46965|pull_request:47062", "pull_request:43451|pull_request:46995", "pull_request:46836|pull_request:46995", - "pull_request:46266|pull_request:47034", "pull_request:46196|pull_request:47025", - "pull_request:46961|pull_request:47062", + "pull_request:46266|pull_request:47034", "pull_request:46707|pull_request:47025", + "pull_request:45694|pull_request:47069", "pull_request:46836|pull_request:46961", "pull_request:46836|pull_request:46965", - "pull_request:45694|pull_request:47069", "pull_request:46995|pull_request:47003", - "pull_request:46957|pull_request:46961", "pull_request:47035|pull_request:47069", - "pull_request:46961|pull_request:47035", - "pull_request:43451|pull_request:47025", - "pull_request:43451|pull_request:46266" + "pull_request:46957|pull_request:46961", + "pull_request:46961|pull_request:47035" ], - "prepared_review_unit_hash": "9b7ff7448d2729c4afe8e49d7e6b732a12b7e120b6126de724591f138d33acb0", + "prepared_review_unit_hash": "d9aebe43095e170f3caca08b38cc35a3813154dca13975b6be037279b996a97c", "component_budget": { - "node_count": 45, - "item_count": 45, - "soft_pair_count": 150, - "serialized_chars": 163516, - "estimated_input_tokens": 40879, - "estimated_eval_tokens": 82014 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 156, + "serialized_chars": 173692, + "estimated_input_tokens": 43423, + "estimated_eval_tokens": 87102 }, "budget": { - "node_count": 42, - "item_count": 42, + "node_count": 44, + "item_count": 44, "soft_pair_count": 72, - "serialized_chars": 116284, - "estimated_input_tokens": 29071, - "estimated_eval_tokens": 58398 + "serialized_chars": 124090, + "estimated_input_tokens": 31023, + "estimated_eval_tokens": 62302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a few soft pairs are genuine same-bug overlaps, but most are broad-theme false positives across unrelated models, tests, and docs. The strongest duplicate signals are the same-model fixes for CohereASR, Whisper, and DeepSeekV3.2 test load errors.", - "confidence": 0.71, + "summary": "Mostly a heterogeneous cluster of unrelated PRs (docs, model additions, infra, and many model-specific test/fix patches). Only a few soft edges look like true duplicate/subset-superset fixes for the same concrete model bug; the rest should stay separate.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the whole cluster; if one hub is needed, 46957 is the broadest infra-level change and the most connected by soft matches, but it is not a duplicate anchor.", + "canonical_pr_reason": "No single canonical PR cleanly represents the whole cluster because it mixes unrelated changes; if a representative is needed, PR 46707 is the broadest code-centric anchor (distributed/generation/trainer infrastructure).", "best_issue_reason": null, - "best_pr_reason": "46957 is the best overall representative only because it is the broadest code-level PR in the set and sits near the center of the soft-link graph; it is still not actually equivalent to the other items.", + "best_pr_reason": "PR 46707 is the strongest global representative by scope and centrality, but it is still not a duplicate anchor for the cluster as a whole.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same forward path; 46958 is a narrower implementation variant." + "reason": "Same CohereASR training-loss double-shift fix; 46903 is broader, but the core cohere_asr change is the same." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different models and fixes: Mamba2 OOM/code-path change vs PEFT integration loading behavior." + "reason": "Different problems: Mamba2 OOM vs PEFT adapter loading behavior." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Different models and failure modes; Mamba2 OOM is unrelated to DeepSeekV3.2 load-error handling." + "reason": "Different model and failure mode: Mamba2 OOM vs DeepSeekV3.2 load error." }, { "left": "pull_request:46927", "right": "pull_request:47054", "accept": false, - "reason": "Unrelated models; GLM46V test failure fix is not the same as MiniMax-M3-VL load-error handling." + "reason": "Different models and bugs: GLM46V test failure vs MiniMax-M3-VL load error." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Different subsystems and bugs; GLM46V test fix vs PEFT integration change." + "reason": "Unrelated fixes in different subsystems/models." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Same broad OOM/test-fix theme is not enough; PEFT integration and Mamba2 generation issues are different code paths." + "reason": "PEFT integration change vs Mamba2 test/loading fix." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/audioflamingo3 cache fix is unrelated to Mamba2 OOM test changes." + "reason": "Whisper/audioflamingo cache fix vs Mamba2 OOM fix; not the same code path." }, { "left": "pull_request:46951", "right": "pull_request:47057", "accept": false, - "reason": "Different models and root causes; PEFT integration vs DeepSeekV3.2 load error." + "reason": "Different subsystems and failure modes." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Both are output-mismatch cleanup PRs, but they target different model families and different concrete fixes." + "reason": "Both are output-mismatch style PRs, but for different models and different code paths." }, { "left": "pull_request:47056", "right": "pull_request:47058", "accept": false, - "reason": "Whisper cache fix vs Mamba2 OOM/test adjustments; different models and code paths." + "reason": "Whisper vs Mamba2; unrelated model bugs." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Gemma3 generation-config fix and Mamba2 OOM fix are unrelated." + "reason": "Different models and distinct fixes." }, { "left": "pull_request:46927", "right": "pull_request:47055", "accept": false, - "reason": "Unrelated model test failures: GLM46V vs EdgeTam." + "reason": "Different model families and different test/fix scopes." }, { - "left": "pull_request:46927", + "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "GLM46V test fix and Gemma3 generation fix are different bugs." + "reason": "DeepSeekV3.2 load-error fix vs Gemma3 output-mismatch fix." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeekV3.2 load-error fix is unrelated to BLIP-2 tokenizer registration." + "reason": "Different models and failure classes." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "GLM46V test fix vs GLM-OCR output mismatch are different model/code-path issues." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46926", - "accept": false, - "reason": "EdgeTam import/config fix and MiniMax-M3-VL load-error fix are unrelated." - }, - { - "left": "pull_request:46986", - "right": "pull_request:47058", - "accept": false, - "reason": "GLM-OCR output mismatch and Mamba2 OOM are unrelated." + "reason": "GLM46V vs GLM-OCR; related naming, but not the same bug or change." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "Different models and failure modes: MiniMax-M3-VL load error vs BLIP-2 tokenizer list update." + "reason": "Different model failures and unrelated fixes." }, { "left": "pull_request:46928", "right": "pull_request:47057", "accept": false, - "reason": "BLIP-2 tokenizer change and DeepSeekV3.2 load-error fix are unrelated." + "reason": "BLIP-2 test/import issue vs DeepSeekV3.2 load error." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax-M3-VL load error and DAC output-mismatch fixes are unrelated." + "reason": "Different models and bugs." }, { "left": "pull_request:46908", "right": "pull_request:47058", "accept": false, - "reason": "DeepSeekV3.2 load-error fix and Mamba2 OOM/test changes are unrelated." + "reason": "Different models and failures." }, { "left": "pull_request:46928", "right": "pull_request:47058", "accept": false, - "reason": "BLIP-2 tokenizer registration is unrelated to Mamba2 OOM handling." + "reason": "BLIP-2 vs Mamba2; unrelated." }, { "left": "pull_request:46928", "right": "pull_request:47054", "accept": false, - "reason": "BLIP-2 tokenizer update vs MiniMax-M3-VL load-error fix are different issues." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46961", - "accept": false, - "reason": "Pytest-related GLM-ASR change and Serge branch normalization workflow are unrelated." + "reason": "Different models and fixes." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "Different model families and different fixes; broad output-mismatch PRs are not duplicates by themselves." + "reason": "Dac vs GLM-OCR; no shared concrete bug." }, { "left": "pull_request:46941", "right": "pull_request:47006", "accept": false, - "reason": "DAC-related output-mismatch cleanup vs Gemma3 generation-config fix are unrelated." - }, - { - "left": "pull_request:46928", - "right": "pull_request:46941", - "accept": false, - "reason": "BLIP-2 tokenizer list update and multi-model output-mismatch fix are unrelated." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46961", - "accept": false, - "reason": "CohereASR loss fix and workflow normalization are unrelated." + "reason": "Different model-specific output mismatches." }, { "left": "pull_request:46954", - "right": "pull_request:46968", - "accept": false, - "reason": "Pytest-related model change and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46958", - "accept": false, - "reason": "GLM-ASR pytest fix and CohereASR loss fix are different models and bugs." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46974", + "right": "pull_request:46961", "accept": false, - "reason": "Workflow normalization and MusicGen generate typo fix are unrelated." + "reason": "Unrelated: Pytest-v9 fp32 module change vs workflow cleanup." }, { "left": "pull_request:46958", - "right": "pull_request:46974", - "accept": false, - "reason": "CohereASR training-loss fix and MusicGen generate typo fix are unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46971", + "right": "pull_request:46961", "accept": false, - "reason": "GLM-ASR pytest fix and Mamba2 OOM test change are unrelated." + "reason": "CohereASR loss fix vs workflow normalization PR; not the same change." }, { "left": "pull_request:46958", - "right": "pull_request:46968", - "accept": false, - "reason": "CohereASR loss fix and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46971", - "right": "pull_request:46974", - "accept": false, - "reason": "Mamba2 OOM test fix and MusicGen generate typo fix are unrelated." - }, - { - "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs autolink cleanup and MusicGen generation bug are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46968", - "accept": false, - "reason": "Workflow normalization and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46971", - "accept": false, - "reason": "Workflow normalization and Mamba2 OOM fix are unrelated." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46968", - "accept": false, - "reason": "Whisper/audioflamingo3 cache fix and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46957", - "accept": false, - "reason": "DINO modernization and finegrained FP8/generation infra are unrelated change sets." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47035", - "accept": false, - "reason": "Both mention Neuron, but one is a training experiment script set and the other is a compile-backend default change; not the same bug or PR." - }, - { - "left": "pull_request:47019", - "right": "pull_request:47025", - "accept": false, - "reason": "Masking contract regression and DiffusionGemma test skip are unrelated." - }, - { - "left": "pull_request:47019", - "right": "pull_request:47069", - "accept": false, - "reason": "Masking utilities fix and num_labels-return-type doc/API tweak are unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "Wav2vec2 SDPA dispatch and flash-linear-attention availability are different integration changes." + "reason": "Different models and failure modes." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Generation optimization and DeepSeekV4 cache support are different code paths." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46961", - "accept": false, - "reason": "Native FSDP2 support and workflow normalization are unrelated." + "reason": "Both touch DeepSeek V4, but one is a broad RoPE/test sweep and the other is a cache/use_cache behavior fix; not the same concrete bug." }, { "left": "pull_request:46266", - "right": "pull_request:46707", - "accept": false, - "reason": "DINO modernization and FSDP2 support are unrelated infrastructure/model changes." - }, - { - "left": "pull_request:46968", - "right": "pull_request:47019", - "accept": false, - "reason": "Docs autolinks and masking regression fix are unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46968", + "right": "pull_request:46995", "accept": false, - "reason": "FSDP2 support and docs autolink cleanup are unrelated." + "reason": "Dino modernization vs MLU flash-linear-attention availability; unrelated." }, { "left": "pull_request:46707", "right": "pull_request:46957", "accept": false, - "reason": "FSDP2 migration and generation decode optimization are unrelated." + "reason": "Core distributed/FSDP migration vs generation/quantization tuning; different change sets." }, { - "left": "pull_request:46912", - "right": "pull_request:47025", - "accept": false, - "reason": "RoPE test improvements and DiffusionGemma test fixes are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:47019", - "accept": false, - "reason": "Workflow normalization and masking contract fix are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47062", - "accept": false, - "reason": "Generation optimization and IMDb link/docs cleanup are unrelated." - }, - { - "left": "pull_request:46836", + "left": "pull_request:46968", "right": "pull_request:46995", "accept": false, - "reason": "Unlimited OCR model addition and flash-linear-attention availability are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47034", - "accept": false, - "reason": "DINO modernization and Neuron training experiment work are unrelated." + "reason": "Docs autolink cleanup vs hardware availability helper change; unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:46912", "right": "pull_request:47025", "accept": false, - "reason": "Wav2vec2 SDPA dispatch and DiffusionGemma test fixes are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:47062", - "accept": false, - "reason": "Workflow normalization and docs dataset-link cleanup are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46961", - "accept": false, - "reason": "Unlimited OCR model addition and workflow normalization are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46965", - "accept": false, - "reason": "Unlimited OCR model addition and DeepSeekV4 cache support are unrelated." - }, - { - "left": "pull_request:45694", - "right": "pull_request:47069", - "accept": false, - "reason": "TrainingArguments batch-size fix and num_labels nullable return-type/doc fix are unrelated." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47003", - "accept": false, - "reason": "Flash-linear-attention availability and OpenVINO exporter support are different features." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46961", - "accept": false, - "reason": "Generation optimization and workflow normalization are unrelated." + "reason": "RoPE tests/model sweep vs DiffusionGemma test fix; different issues." }, { "left": "pull_request:47035", "right": "pull_request:47069", "accept": false, - "reason": "Neuron compile backend and num_labels return-type change are unrelated." + "reason": "Torch-compile backend default vs num_labels type/API fix; unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47035", - "accept": false, - "reason": "Workflow normalization and Neuron compile backend default are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47025", - "accept": false, - "reason": "Molmo2 model addition and DiffusionGemma test fixes are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:47077", + "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model addition and DINO modernization are unrelated." + "reason": "Both are Japanese docs updates, but they are different documentation changes, not the same underlying patch." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted pair (46903/46958) is plausibly mergeable as the same CohereASR loss bugfix family, and the many rejections are well supported by differing models/code paths. The cluster-level conclusion that this is mostly heterogeneous, with only a few same-model overlaps, is conservative and consistent with the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, @@ -22459,7 +22266,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-45", + "cluster_id": "cluster-40546-47", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22489,6 +22296,7 @@ "pull_request:46986", "pull_request:47003", "pull_request:47006", + "pull_request:47025", "pull_request:47034", "pull_request:47035", "pull_request:47054", @@ -22497,38 +22305,47 @@ "pull_request:47057", "pull_request:47058", "pull_request:47062", - "pull_request:47069" + "pull_request:47069", + "pull_request:47077", + "pull_request:47078" ], "soft_pairs": [ + "pull_request:43451|pull_request:47025", + "pull_request:43451|pull_request:46266", + "pull_request:46707|pull_request:47077", + "pull_request:46912|pull_request:47077", "pull_request:46266|pull_request:47003", "pull_request:46196|pull_request:46961", "pull_request:46658|pull_request:46965", + "pull_request:45694|pull_request:47035", + "pull_request:43451|pull_request:47078", "pull_request:46658|pull_request:46961", "pull_request:46961|pull_request:46965", - "pull_request:45694|pull_request:47035", + "pull_request:47003|pull_request:47078", "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:46707", + "pull_request:46836|pull_request:47078", "pull_request:44517|pull_request:46836", - "pull_request:44517|pull_request:47003", "pull_request:46961|pull_request:47069", + "pull_request:44517|pull_request:47003", "pull_request:43451|pull_request:46957", "pull_request:43451|pull_request:46961", "pull_request:46961|pull_request:47003", "pull_request:46961|pull_request:47034", "pull_request:46912|pull_request:46961", "pull_request:46658|pull_request:46895", + "pull_request:44517|pull_request:47077", "pull_request:43451|pull_request:47069", "pull_request:43451|pull_request:45694", "pull_request:43451|pull_request:46895", "pull_request:45694|pull_request:47003", "pull_request:46895|pull_request:47003", "pull_request:46836|pull_request:46895", - "pull_request:46912|pull_request:47034", "pull_request:46968|pull_request:47003", "pull_request:46895|pull_request:46958", "pull_request:46907|pull_request:47055", - "pull_request:46949|pull_request:47056", "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:47056", "pull_request:46950|pull_request:47058", "pull_request:46971|pull_request:47058", "pull_request:46926|pull_request:47054", @@ -22538,15 +22355,15 @@ "pull_request:46949|pull_request:46951", "pull_request:46927|pull_request:46949", "pull_request:46907|pull_request:46927", - "pull_request:46927|pull_request:46971", "pull_request:46908|pull_request:47054", + "pull_request:46927|pull_request:46971", "pull_request:46926|pull_request:47057", "pull_request:46908|pull_request:46926", "pull_request:46986|pull_request:47006", "pull_request:47054|pull_request:47055", "pull_request:46970|pull_request:47006", - "pull_request:47057|pull_request:47058", "pull_request:46970|pull_request:46986", + "pull_request:47057|pull_request:47058", "pull_request:46907|pull_request:47054", "pull_request:47055|pull_request:47056", "pull_request:46907|pull_request:47056", @@ -22555,7 +22372,6 @@ "pull_request:47055|pull_request:47057", "pull_request:46907|pull_request:47006", "pull_request:46907|pull_request:46970", - "pull_request:46907|pull_request:46949", "pull_request:46970|pull_request:47055", "pull_request:46907|pull_request:46986", "pull_request:46707|pull_request:47034", @@ -22563,338 +22379,446 @@ "pull_request:46658|pull_request:46836", "pull_request:43451|pull_request:46836", "pull_request:46836|pull_request:47003", + "pull_request:43451|pull_request:47077", "pull_request:46707|pull_request:46836", - "pull_request:40546|pull_request:43451", - "pull_request:43451|pull_request:46196", - "pull_request:46196|pull_request:47003", - "pull_request:43451|pull_request:46658", - "pull_request:46658|pull_request:47003", - "pull_request:43451|pull_request:47003", - "pull_request:43451|pull_request:47034", - "pull_request:43451|pull_request:47035" + "pull_request:40546|pull_request:43451" ], - "prepared_review_unit_hash": "cf1b5cd897b37afbfeac293bffaaa7e1093f2c925581889c33516c61f6af9a2f", + "prepared_review_unit_hash": "938eac6bbeed3032a83e72f0c975a02cc5284680c218db1548ed31f4062b3f78", "component_budget": { - "node_count": 45, - "item_count": 45, - "soft_pair_count": 150, - "serialized_chars": 163516, - "estimated_input_tokens": 40879, - "estimated_eval_tokens": 82014 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 156, + "serialized_chars": 173692, + "estimated_input_tokens": 43423, + "estimated_eval_tokens": 87102 }, "budget": { - "node_count": 37, - "item_count": 37, + "node_count": 40, + "item_count": 40, "soft_pair_count": 72, - "serialized_chars": 109842, - "estimated_input_tokens": 27461, - "estimated_eval_tokens": 55178 + "serialized_chars": 118702, + "estimated_input_tokens": 29676, + "estimated_eval_tokens": 59608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: several unrelated feature/docs PRs plus a handful of true duplicate fix pairs. I only accept soft edges when the diffs hit the same concrete code path or the same test failure, not just the same subsystem.", - "confidence": 0.91, + "summary": "This cluster is mostly heterogeneous: many soft matches are false positives across unrelated model-addition, docs, and integration-test PRs. The true duplicate sets are narrow and local: CohereASR loss-shift fixes, EdgeTam kwargs cleanup, Whisper cache-init fixes, DeepSeek/Minimax test offload fixes, and a few Mamba2 test-only OOM follow-ups.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole set: the items split into separate duplicate families and many unrelated changes. If a representative is needed, use the most complete of the real duplicate families rather than a broad subsystem PR.", + "canonical_pr_reason": "46895 is the best anchor in the cluster because it is a concrete code-path fix with an explicit issue target, and 46958 is the closest true duplicate in the set.", "best_issue_reason": null, - "best_pr_reason": "47058 is the strongest representative of one real duplicate family because it combines the same Mamba2 OOM test-fix direction with the extra test cleanup, but it still does not represent the whole mixed cluster.", + "best_pr_reason": "46895 is the strongest representative of the only clean duplicate family in the cluster; the rest of the items are mostly unrelated soft-similarity matches.", "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47025", + "accept": false, + "reason": "Different model/docs changes; same broad docs/model pattern only." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Unrelated model-addition PRs for different models." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47077", + "accept": false, + "reason": "Native FSDP2 runtime work vs Japanese docs translation; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47077", + "accept": false, + "reason": "RoPE/model test changes vs docs translation; unrelated." + }, { "left": "pull_request:46266", "right": "pull_request:47003", "accept": false, - "reason": "Different features: DINO conversion work vs OpenVINO exporter docs/code." + "reason": "Different subsystems: model modernization vs exporter docs/runtime." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "Both are broad model/docs updates, but they are unrelated model families." + "reason": "Wav2Vec2 SDPA dispatch vs workflow cleanup; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46965", "accept": false, - "reason": "Step-3.7-Flash tooling vs DeepSeek-V4 cache handling; unrelated changes." + "reason": "Step-3.7 Flash build/convert work vs DeepSeek V4 cache support; unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47035", + "accept": false, + "reason": "TrainingArguments formatting/arg fix vs Neuron compile backend default; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Different documentation locales and model docs; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46961", "accept": false, - "reason": "Unrelated PRs; shared automation-style edits do not make them duplicates." + "reason": "Step-3.7 Flash tooling vs workflow normalization; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46965", "accept": false, - "reason": "Draft workflow cleanup vs DeepSeek-V4 cache behavior; different underlying changes." + "reason": "Workflow cleanup vs DeepSeek V4 cache support; unrelated." }, { - "left": "pull_request:45694", - "right": "pull_request:47035", + "left": "pull_request:47003", + "right": "pull_request:47078", "accept": false, - "reason": "Both touch training_args, but one is batch-size behavior and the other is compile-backend defaulting." + "reason": "OpenVINO exporter docs vs Japanese docs wording; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are different model additions, not the same change." + "reason": "Different model additions (VibeVoice vs Qwen3-TTS); same docs/auto-mapping pattern only." }, { "left": "pull_request:45694", "right": "pull_request:46707", "accept": false, - "reason": "TrainingArguments bugfix vs native FSDP2 integration; unrelated code paths." + "reason": "TrainingArguments fix vs FSDP2 module migration; unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:46836", + "left": "pull_request:46836", + "right": "pull_request:47078", "accept": false, - "reason": "Different model additions; same docs/auto-registration pattern is not a duplicate." + "reason": "Unlimited OCR model addition vs Japanese docs edits; unrelated." }, { "left": "pull_request:44517", - "right": "pull_request:47003", + "right": "pull_request:46836", "accept": false, - "reason": "Qwen3-TTS addition vs OpenVINO exporter; no shared underlying bug or feature." + "reason": "Different model additions; shared registration/docs scaffolding is not enough." }, { "left": "pull_request:46961", "right": "pull_request:47069", "accept": false, - "reason": "Workflow normalization vs num_labels typing change; unrelated." + "reason": "Workflow normalization vs num_labels typing/doc fix; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47003", + "accept": false, + "reason": "Qwen3-TTS model add vs OpenVINO exporter; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model addition vs FP8 generation optimization; different features." + "reason": "VibeVoice model add vs finegrained FP8 generation/runtime changes; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Model addition vs workflow cleanup; no common underlying change." + "reason": "Model addition vs workflow cleanup; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Workflow PR vs OpenVINO exporter; unrelated." + "reason": "Workflow cleanup vs OpenVINO exporter docs/runtime; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow normalization and Neuron SFT experiment are unrelated." + "reason": "Workflow normalization vs Neuron fine-tuning experiment; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE test/model changes vs workflow cleanup; different concerns." + "reason": "RoPE/model test work vs workflow cleanup; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step-3.7-Flash build tooling vs CohereASR loss fix; unrelated." + "reason": "Step-3.7 Flash tooling vs CohereASR loss fix; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47077", + "accept": false, + "reason": "Different model docs translations; not the same change." }, { "left": "pull_request:43451", "right": "pull_request:47069", "accept": false, - "reason": "Molmo2 model addition vs configuration typing change; no shared bug." + "reason": "Model addition vs configuration typing fix; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Model addition vs TrainingArguments behavior fix; unrelated." + "reason": "Model addition vs training args fix; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 addition vs CohereASR loss fix; different model families." + "reason": "Model addition/docs vs CohereASR training-loss fix; unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "TrainingArguments fix vs exporter addition; unrelated." + "reason": "TrainingArguments fix vs exporter docs/runtime; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47003", "accept": false, - "reason": "CohereASR loss bug vs OpenVINO exporter; unrelated." + "reason": "CohereASR loss fix vs exporter docs/runtime; unrelated." }, { "left": "pull_request:46836", - "right": "pull_request:47003", - "accept": false, - "reason": "Unlimited OCR model addition vs OpenVINO exporter; different features." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47034", + "right": "pull_request:46895", "accept": false, - "reason": "RoPE tests/model tweaks vs Neuron SFT experiment; unrelated." + "reason": "Unlimited OCR model addition vs CohereASR loss fix; unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47003", "accept": false, - "reason": "Docs autolink cleanup vs OpenVINO exporter; not the same change." + "reason": "Docs autolinks vs OpenVINO exporter docs/runtime; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift loss bug in the same forward path; the later PR is just a different implementation of the same fix." + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path." }, { "left": "pull_request:46907", "right": "pull_request:47055", - "accept": true, - "reason": "Same EdgeTam backbone-kwarg cleanup at the same call site; 47055 just removes an additional post-processing kwarg too." - }, - { - "left": "pull_request:46949", - "right": "pull_request:47056", - "accept": true, - "reason": "Same Whisper cache-state initialization fix in the same attention forward path." + "accept": false, + "reason": "EdgeTam fix vs a different EdgeTam-related test/import triage item; not the same patch." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Model-code OOM behavior vs test-only dtype change; not the same underlying patch." + "reason": "Model-kernel OOM fix vs test-only dtype/offload tweak; different fixes." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", + "accept": true, + "reason": "Same Whisper cache-init bug in the same attention forward path." }, { "left": "pull_request:46950", "right": "pull_request:47058", "accept": false, - "reason": "The model kernel change and the test OOM workaround are different fixes." + "reason": "Model runtime OOM fix vs test harness OOM workaround; not the same underlying change." }, { "left": "pull_request:46971", "right": "pull_request:47058", "accept": true, - "reason": "Same Mamba2 integration-test OOM workaround in the same test file; 47058 is the fuller version." + "reason": "Both are Mamba2 integration-test OOM mitigations in the same test file and can plausibly be merged together." }, { "left": "pull_request:46926", "right": "pull_request:47054", "accept": true, - "reason": "Same MiniMax-M3-VL load_error workaround in the same test helper; later PR is a retouched version." + "reason": "Same MiniMax-M3-VL load_error/offload-folder fix in the same test loader path." }, { "left": "pull_request:46908", "right": "pull_request:47057", "accept": true, - "reason": "Same DeepSeek-V3.2 load_error workaround in the same integration test file." + "reason": "Same DeepSeek V3.2 load_error/offload-folder fix in the same integration test path." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Whisper cache bug vs Mamba2 OOM fix; unrelated models and code paths." + "reason": "Whisper/audioflamingo3 cache fix vs Mamba2 OOM fix; unrelated." }, { "left": "pull_request:47054", "right": "pull_request:47057", "accept": false, - "reason": "Different model test failures; both are test workarounds but not the same bug." + "reason": "Different model test failures (MiniMax-M3-VL vs DeepSeek V3.2); unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Whisper model fix vs PEFT integration change; unrelated." + "reason": "Whisper/audioflamingo3 cache fix vs PEFT load mismatch fix; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47003", + "left": "pull_request:46907", + "right": "pull_request:46927", "accept": false, - "reason": "Finegrained FP8 decode optimization vs OpenVINO exporter; unrelated." + "reason": "EdgeTam import_or_config fix vs GLM46V tensor dtype fix; unrelated." }, { - "left": "pull_request:47057", - "right": "pull_request:47058", + "left": "pull_request:46908", + "right": "pull_request:47054", "accept": false, - "reason": "Different model test fixes for different failures; same pattern is not enough." + "reason": "DeepSeek V3.2 load_error fix vs MiniMax-M3-VL load_error fix; same symptom, different model/path." }, { - "left": "pull_request:46970", - "right": "pull_request:47006", + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM46V dtype fix vs Mamba2 OOM workaround; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47057", "accept": false, - "reason": "Different models and different fixes; no shared underlying bug." + "reason": "MiniMax-M3-VL load_error fix vs DeepSeek V3.2 load_error fix; different model paths." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "DeepSeek V3.2 vs MiniMax-M3-VL test failures; unrelated." }, { "left": "pull_request:46986", "right": "pull_request:47006", "accept": false, - "reason": "RoPE test/model cleanup vs Gemma3 generation tweak; unrelated." + "reason": "Different model families and different generation/model fixes; not the same change." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47055", + "accept": false, + "reason": "MiniMax-M3-VL offload fix vs EdgeTam post-processing kwarg cleanup; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "MusicGen-Melody output-mismatch fixes vs Gemma3 generation/cache fixes; unrelated." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "Both are broad test/model maintenance PRs, but they fix different code paths." + "reason": "Different model-specific output-mismatch fixes; not the same bug." }, { - "left": "pull_request:46707", - "right": "pull_request:47034", + "left": "pull_request:47057", + "right": "pull_request:47058", "accept": false, - "reason": "Native FSDP2 work vs Neuron finetuning experiment; unrelated." + "reason": "DeepSeek V3.2 load_error fix vs Mamba2 OOM workaround; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47062", + "left": "pull_request:46907", + "right": "pull_request:47054", "accept": false, - "reason": "Unlimited OCR model addition vs IMDb docs link fix; unrelated." + "reason": "EdgeTam fix vs MiniMax-M3-VL load_error fix; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:46907", + "right": "pull_request:47056", "accept": false, - "reason": "Step-3.7-Flash tooling vs Unlimited OCR model addition; unrelated." + "reason": "EdgeTam fix vs Whisper cache fix; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46908", + "right": "pull_request:47056", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model additions, not duplicates." + "reason": "DeepSeek V3.2 test load_error fix vs Whisper cache fix; unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:47054", + "right": "pull_request:47058", "accept": false, - "reason": "VibeVoice and Molmo2 are distinct model additions." + "reason": "MiniMax-M3-VL offload fix vs Mamba2 OOM workaround; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47003", + "left": "pull_request:47055", + "right": "pull_request:47057", "accept": false, - "reason": "Model addition vs exporter work; unrelated." + "reason": "EdgeTam kwarg cleanup vs DeepSeek V3.2 load_error fix; unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam fix vs Gemma3 generation/cache fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam fix vs MusicGen-Melody output-mismatch fix; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47055", + "accept": false, + "reason": "MusicGen-Melody output-mismatch fixes vs EdgeTam kwarg cleanup; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam fix vs GLM_OCR output-mismatch fix; unrelated." + }, + { + "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 addition vs Neuron SFT experiment; different scopes." + "reason": "FSDP2 migration vs Neuron fine-tuning experiment; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47062", + "accept": false, + "reason": "Unlimited OCR model addition vs IMDb doc-link translation fix; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7 Flash tooling vs Unlimited OCR model addition; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47035", + "right": "pull_request:47077", "accept": false, - "reason": "Molmo2 model addition vs compile-backend default change; unrelated." + "reason": "VibeVoice model add vs Japanese DistilBERT docs translation; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Implement VibeVoice vs Molmo2 model addition; unrelated." } ] }, @@ -22916,88 +22840,125 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-45", + "cluster_id": "cluster-40546-47", "nodes": [ "pull_request:43451", + "pull_request:46196", + "pull_request:46658", "pull_request:46707", - "pull_request:46836", "pull_request:46912", "pull_request:47003", "pull_request:47034", "pull_request:47035" ], "soft_pairs": [ + "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:47003", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47003", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47035", "pull_request:43451|pull_request:46912", "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:43451|pull_request:46707" ], - "prepared_review_unit_hash": "9a9ff957297073b01bfbe40c5408239c77469819b65885f250538383d24c6690", + "prepared_review_unit_hash": "2fda3fd6cfaf7919b96fecd94458feb0657f325af36af1541384f6de30b71a8a", "component_budget": { - "node_count": 45, - "item_count": 45, - "soft_pair_count": 150, - "serialized_chars": 163516, - "estimated_input_tokens": 40879, - "estimated_eval_tokens": 82014 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 156, + "serialized_chars": 173692, + "estimated_input_tokens": 43423, + "estimated_eval_tokens": 87102 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 6, - "serialized_chars": 19396, - "estimated_input_tokens": 4849, - "estimated_eval_tokens": 9954 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 12, + "serialized_chars": 24884, + "estimated_input_tokens": 6221, + "estimated_eval_tokens": 12698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model additions, a distributed/FSDP refactor, RoPE test work, exporter work, and Neuron/training changes. None of the soft pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.97, + "summary": "This cluster is heterogeneous: it mixes model additions, exporter work, distributed/FSDP infrastructure, RoPE test expansion, and Neuron/training-args changes. None of the soft-edge pairs look like the same underlying bug or mergeable duplicate PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the cluster: the items are not the same change and do not target one shared code path.", + "canonical_pr_reason": "No single canonical PR stands out because the items are different features/fixes in unrelated code paths, not duplicate implementations of the same change.", "best_issue_reason": null, - "best_pr_reason": "If one PR must be named, 43451 is the most complete standalone feature PR (implementation, docs, mappings, and tests), but it is not a duplicate target for the other items.", + "best_pr_reason": "No best PR for deduplication purposes; the cluster does not represent one underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43451", - "right": "pull_request:46912", + "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 model onboarding and RoPE test expansion are unrelated changes; they do not fix the same bug or implement the same feature." + "reason": "Molmo2 model onboarding vs wav2vec2 SDPA dispatch support are unrelated changes in different model families." }, { - "left": "pull_request:47003", - "right": "pull_request:47034", + "left": "pull_request:46196", + "right": "pull_request:47003", "accept": false, - "reason": "OpenVINO exporter work and a Neuron finetuning script are different code paths and could not plausibly be merged as one duplicate fix." + "reason": "wav2vec2 attention dispatch and OpenVINO exporter support are different subsystems and different code paths." }, { - "left": "pull_request:47003", - "right": "pull_request:47035", + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "Exporter support for OpenVINO and a torch-compile backend default for Neuron are separate training/export concerns, not the same change." + "reason": "Molmo2 addition and Step-3.7-Flash model/conversion work are separate model integrations, not the same fix." }, { - "left": "pull_request:46912", + "left": "pull_request:46658", "right": "pull_request:47003", "accept": false, - "reason": "RoPE test changes across models and OpenVINO exporter implementation are unrelated; shared subsystem is too broad to imply duplication." + "reason": "Step-3.7-Flash infrastructure and OpenVINO exporter work address unrelated functionality." }, { - "left": "pull_request:46836", - "right": "pull_request:46912", + "left": "pull_request:43451", + "right": "pull_request:47003", "accept": false, - "reason": "Unlimited OCR model addition and RoPE test coverage are distinct features with different files, targets, and objectives." + "reason": "A new model integration is not a duplicate of exporter support for OpenVINO." }, { "left": "pull_request:43451", - "right": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model addition and Neuron SFT scripts/training tweaks are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 model onboarding and a torch-compile backend default for Neuron are different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "A model addition and RoPE test/implementation changes do not share the same underlying bug or feature." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter support and Neuron finetuning scripts target different export/training workflows." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47035", + "accept": false, + "reason": "Exporter work and torch-compile backend defaulting for Neuron are unrelated code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition and native FSDP2 infrastructure are different domains and do not address the same concrete problem." + "reason": "RoPE test improvements are not the same change as adding an OpenVINO exporter." } ] }, @@ -23027,7 +22988,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c67b606d93eb3f543cdb62c4cf4a85918e87ccf68c894d9dc3c30a9de7e49583", + "prepared_review_unit_hash": "6aeb0e269fe4276653b710d6dda770add1f72a4fc04a11681df1193e7cfa885d", "component_budget": { "node_count": 2, "item_count": 2, @@ -23049,18 +23010,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not target the same bug or code path and should not be clustered as duplicates.", + "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR: the items address different models and different functionality, so there is no single underlying change to consolidate.", + "canonical_pr_reason": "No canonical PR: the PRs modify different code paths, model families, docs, and tests, so there is no single underlying change to deduplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the better representative of the cluster only in the loose sense that it is a focused, self-contained feature addition with clear scope; however, it is not a duplicate of PR 40755.", + "best_pr_reason": "Neither PR is a good global representative for the cluster because they address distinct features rather than the same bug or change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these PRs concern different model families and different features (TimesFM covariates vs DINOv3 image classification). They do not appear to fix the same concrete code-path problem or belong in one merged PR." + "reason": "Different underlying changes: 40755 adds TimesFM forecasting with covariates across TimesFM code/docs/tests, while 41224 adds DINOv3 image classification support. They do not fix the same code-path problem and would not be merged into one PR." } ] }, @@ -23181,12 +23142,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "807e6235da9ed16a43f902da61a62e0ec688b701c7e95b4812f8fc0fac2c20fc", + "prepared_review_unit_hash": "963510786e397a0cbea16fbabddec30af985eb0c73417e8646a6b540f37106a8", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34784, + "serialized_chars": 34782, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -23194,7 +23155,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34784, + "serialized_chars": 34782, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -23203,126 +23164,126 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs. The only true duplicate pair is 43251/43254, both fixing `fixed_cross_entropy` to forward the same `cross_entropy` kwargs. The other soft-similarity pairs are broad-subsystem overlaps or coincidence, not same underlying changes.", - "confidence": 0.95, + "summary": "Only one pair looks like a real duplicate: the two `fixed_cross_entropy` PRs against `loss_utils.py`. The rest are merely theme-adjacent (same broad subsystem or different model/feature work) and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "43251 is the best canonical PR: it explicitly targets issue 43240 and matches 43254 on the same `fixed_cross_entropy` kwargs-forwarding fix.", + "canonical_pr_reason": "PR 43251 is the better canonical representative of the duplicate pair: it directly targets issue 43240 and makes the concrete `cross_entropy` forwarding fix in `loss_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "43251 is the strongest representative PR in this set because it is the only one in a real duplicate pair and has the explicit issue link for the concrete `fixed_cross_entropy` bug.", + "best_pr_reason": "PR 43251 is the best overall representative because it is the clearest, issue-linked fix for the actual bug in `fixed_cross_entropy`, while the competing PR is just an alternate formulation of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions vs executorch dynamic-shape export tests; unrelated code paths." + "reason": "Different problems: Mistral tokenizer API gaps vs ExecuTorch dynamic-shape export testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods vs adding a new model; not the same change." + "reason": "Unrelated changes to tokenizer methods vs adding MobileLLM model support." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs MobileLLM model scaffolding; different fixes." + "reason": "Processor auto-loading robustness and a new model addition are different changes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs forwarding vs MobileLLM model addition; no shared bug/change." + "reason": "Cross-entropy helper kwargs vs MobileLLM model implementation; no shared bug/change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different areas: loss helper kwargs vs Mistral4 test/model work." + "reason": "Loss helper forwarding fix and Mistral4 test/model work are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs Mistral4 test/model changes; not mergeable as one PR." + "reason": "ExecuTorch dynamic-shape export tests are unrelated to Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Exportability test for decoder-only LM vs new MobileLLM model addition; unrelated." + "reason": "Different code paths and features: export testing vs new model support." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; different code paths." + "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model integration vs Falcon output-capture refactor; no shared underlying bug." + "reason": "New model support vs Falcon output-interface refactor; not the same underlying change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon forward signature refactor vs model-creation skill/docs; unrelated." + "reason": "Falcon refactor and model-creation skill scaffolding are different scopes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 test fixes; same broad area only." + "reason": "Falcon forward-interface refactor and Mistral4 test fixes do not address the same bug." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs `layrnorm` rename fix; different concrete issues." + "reason": "Mistral4 test stabilization and CLIP-like `layrnorm` renaming are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 work vs chat-response parsing overhaul; no shared fix." + "reason": "Mistral4 tests and chat response parsing updates are unrelated subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes vs TDT loss kernel integration; unrelated." + "reason": "Mistral4 testing work and adding a TDT loss kernel are different features." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes vs config-resolution order fix; different problems." + "reason": "Mistral4 test fixes and config-resolution ordering fixes are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/test work vs model-creation skill; not the same artifact." + "reason": "Mistral4 test fixes and the model-creation skill PR are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM vs repository skill scaffolding; different scope and code paths." + "reason": "A new model implementation and a model-creation skill are distinct artifacts, not duplicate fixes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` path by forwarding supported `cross_entropy` kwargs (`weight`, `label_smoothing`) and could be merged into one PR." + "reason": "Both PRs patch the same `src/transformers/loss/loss_utils.py` code path to forward supported `cross_entropy` kwargs; they are alternate fixes for the same bug and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by shared file + shared issue target + matching `fixed_cross_entropy` kwargs-forwarding fix. The other soft-edge rejections do not overclaim mergeability." + "feedback": "The summary stays grounded in the packet: the only clearly duplicate pair is the two `fixed_cross_entropy` PRs in `src/transformers/loss/loss_utils.py`, and the rest are conservatively treated as theme-adjacent rather than duplicates. The accepted pair is plausibly mergeable into a single bugfix PR, and none of the rejected pairs are overstated as the same change." }, "evaluator_used": true, "retried": false, @@ -23349,7 +23310,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4035a0695a4b4d5296f858e0470e3a49604aeb43a02bceb174afb67257065cb7", + "prepared_review_unit_hash": "8ceabc7cfe7b1f0ce49828cc5f94d07bdecabede61563396f5e895ba91ba64f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -23371,18 +23332,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, while the other bumps docker/build-push-action and related workflow actions to newer versions. They overlap only at the broad theme of CI tooling updates, not the same underlying change.", - "confidence": 0.94, + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they address different components: one is a broad Node 24 compatibility bump for core actions, the other is a Docker build-action version upgrade. They overlap in workflow files, not in the underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the broader workflow-actions compatibility update and is more representative of the Node 24 migration work; PR 42976 is a separate Docker build-action upgrade.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 42975 is the better representative PR for general GitHub Actions maintenance, but it should not be treated as a duplicate of PR 42976 because the concrete changes differ.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different dependency upgrade targets and different code paths: PR 42975 updates checkout/cache/upload-artifact across many workflows for Node 24 compatibility, while PR 42976 updates docker/build-push-action and other workflow actions to latest versions. Shared GitHub Actions filenames alone is not enough to treat them as the same mergeable change." + "reason": "Reject: these are not the same fix. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 bumps docker/build-push-action for Docker image workflows. Shared workflow filenames alone are not enough to merge them as duplicates." } ] }, @@ -23417,12 +23378,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "d35a452367b8f5b474248cff42d6d0544ce79b7eeacbfe44826fdadf4166083a", + "prepared_review_unit_hash": "7c6b6278cd2ba765ffc9929369e596aded56a5d5db5b5801423060e135a05155", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23430,7 +23391,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23439,36 +23400,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7), not duplicates of one another. They share boilerplate model-registration/docs patterns, but each introduces a different model and codepath.", - "confidence": 0.98, + "summary": "All four pull requests are separate model-addition efforts; they share only generic Transformers boilerplate and auto-registry/docs updates, not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45490 is the strongest representative of the cluster: it is a full model-addition PR with substantial implementation, auto-mapping, docs, and tests, and has the highest review activity among the set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45490 is the best single representative because it is a complete, well-reviewed model integration rather than a smaller doc-only or incremental follow-up change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions with different architectures and files; shared auto/docs plumbing is not enough to treat them as the same change." + "reason": "Different models and codepaths: ViT NEPA vs Molmo. Shared docs/auto-mapping boilerplate is not enough to treat them as one PR." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model integrations with distinct implementations and test suites." + "reason": "Unrelated additions: ViT NEPA versus CTSM. The overlap is only framework plumbing, not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model ports; overlap is only in generic Transformers registration/documentation code." + "reason": "Molmo and CTSM are distinct model integrations with different implementations and tests; not a mergeable duplicate." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model additions; they do not fix the same underlying bug or implement the same feature." + "reason": "CTSM and Step3p7 are different model feature PRs. Similar auto/doc updates do not indicate the same underlying work." } ] }, @@ -23517,130 +23478,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "cd37cfe99f13ca829199899068282d30661f21fa863907f71b07c1a0bb6fb1ae", + "prepared_review_unit_hash": "737c50bdc5f500ba5a85865d04b1778ecab5a91d5ff02848c0c034acb5e83ead", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "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 clear duplicate/near-duplicate pair is the YOLOS device-mismatch fixes (46886 and 46922).", - "confidence": 0.89, + "summary": "Most items are unrelated PRs with generic titles; the only real duplicate-style pair is the two YOLOS fixes for the same device_map mismatch path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical PR for the YOLOS bug: it shares the same issue target as 46886 and contains the concrete runtime fix in the forward path, plus the supporting no-split-module change.", + "canonical_pr_reason": "pull_request:46886 is the clearest representative: it has the explicit issue target, a specific title, and a focused fix for the YOLOS device mismatch bug.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest representative of the cluster because it addresses the actual YOLOS device-mismatch path and is the more complete fix for the shared issue target.", + "best_pr_reason": "pull_request:46886 is the best cluster representative because it is the most precise and directly tied to the underlying YOLOS bug, while the others are either unrelated or broader/test-only.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different changes; both titles are generic, but the code paths do not match." + "reason": "Both are vague test-related PRs with different models and different changes; the similarity is only the generic \"fix\" style." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenizer cleanup is unrelated to the FP8 dequant/model-loading fix." + "reason": "Whisper tokenizer test fix vs FP8 dequant/loading fix; completely different code paths and bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes are unrelated to generation watermarking validation." + "reason": "Whisper test cleanup and generation/watermarking/cis fix are unrelated changes in different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test fix and YOLOS device-mismatch fix are unrelated subsystems and bugs." + "reason": "Whisper tokenizer/test issue and YOLOS device mismatch are unrelated model-specific fixes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test edits in CLIP/ViT do not match the Phimoe integration-test/CI-memory fix." + "reason": "Model test failures in CLIP/ViT are not the same underlying issue as the Phimoe CI/runtime memory-limit fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These are unrelated fixes in different areas; no shared concrete bug." + "reason": "Different models and different failure modes; one is test-only, the other is FP8 loading/dequant behavior." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "No evidence they address the same underlying issue; one is test noise, the other is generation config behavior." + "reason": "CLIP/ViT test adjustments are unrelated to generation config validation and watermarking conversion." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Generic test edits are not the same bug as the YOLOS device-placement fix." + "reason": "These touch different models and different bugs; same generic title style is not enough to merge them." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/padding work is unrelated to Phimoe CI/device-map testing." + "reason": "FP8 quantization/loading changes and Phimoe integration test CI fixes do not address the same code-path problem." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths and different bugs: FP8 quantization vs watermarking config validation." + "reason": "Unrelated fixes: FP8 dequant logic versus generation/watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared underlying bug; FP8 dequant changes are unrelated to YOLOS device mismatch." + "reason": "FP8 quantization/loading and YOLOS device placement are distinct bugs in different areas." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI setup are unrelated." + "reason": "Generation config validation changes are unrelated to CI resource patching for Phimoe tests." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "These target different subsystems and different failures." + "reason": "Different subsystems and different failures; not the same underlying change." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device-map test infrastructure is not the same bug as the YOLOS model forward/device fix." + "reason": "Phimoe CI/device-map test infrastructure fix is unrelated to YOLOS runtime device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch issue on the same model file and shared issue target; 46922 subsumes 46886's split-module change and adds the concrete tensor-to-device fix." + "reason": "Both target the same YOLOS device_map=\"auto\" device mismatch issue in the same file; 46922 adds an extra device move but could plausibly be merged into the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The only clearly mergeable near-duplicate pair is PR 46886 and PR 46922: they share the same YOLOS issue target and model file, and 46922 adds the concrete forward-path device fix on top of 46886\u2019s supporting no-split-module change. The other rejected pairs are conservatively treated as unrelated and do not look like single-PR bugfix merges." + "feedback": "The summary is grounded in the packet and stays conservative. The only mergeable same-bugfix pair is the two YOLOS PRs sharing issue target 46869 and the same file; the other pairs are reasonably treated as distinct changes in different subsystems." }, "evaluator_used": true, "retried": false, @@ -23670,52 +23631,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "be4611692f539610d70bbaf14341b938ca8ce13188891c2189e81af4cd17ab20", + "prepared_review_unit_hash": "e558b1f716a65659279b6a7e6871209204c88b0f71cd0b6f3fee0b3ad71f43c2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three open \"don't merge\" PRs are only superficially similar. They each touch different workflow/test-infra paths, and the shared signals are not enough to treat them as duplicate fixes or the same change.", - "confidence": 0.96, + "summary": "These are three distinct \u201c[don\u2019t merge]\u201d PRs for different repo-bot/workflow/test tweaks, not duplicates of the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the broadest of the three and most representative of the cluster's general test/workflow-infra theme, but it still targets a different change than the other two.", + "canonical_pr_reason": "No PR is a true duplicate of the others, but #43532 is the broadest and most representative of the workflow/test-harness area, so it is the best single cluster representative if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "43532 is the best cluster representative only because it spans the most files and behavior, but it is not a strong duplicate anchor since the underlying workflow changes differ from the others.", + "best_pr_reason": "#43532 has the richest context and the widest surface area across workflow automation, testing utilities, and a model test, making it the most useful representative of this non-duplicate cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 adjusts setup/dependency/version and a ViT test, while 46747 switches a security-gate workflow trigger. No shared underlying bug or mergeable single fix." + "reason": "Different concrete changes: #43488 is about packaging/versioning and a Vi test, while #46747 only changes the PR security-gate workflow trigger. Same broad repo area, but not the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only incidental overlap on a ViT test file; 43488 is about repo-bot/package setup, while 43532 rewrites comment/self-scheduled/slack workflow logic. Not the same code-path problem." + "reason": "#43488 tweaks setup/dependency metadata and a test file; #43532 rewires several CI/workflow files plus testing utilities. They do not fix the same bug or change the same code path." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-related, but they modify different CI jobs and different triggers. They do not appear to fix the same concrete issue and should not be merged as one PR." + "reason": "#43532 is a broad workflow/comment-ci refactor with test harness changes, whereas #46747 is a single-workflow trigger change for the security gate. Related subsystem, but not one mergeable duplicate change." } ] }, @@ -23745,7 +23706,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "90bd38c9cb20b932029953383d8752832cae17e6e2c01586381491a3df2b5e1a", + "prepared_review_unit_hash": "c09399cc8967c6f60d5fd663c3ce14540f898d2abc73c7702a90e98eff9714a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -23767,18 +23728,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate PRs adding different pipelines: Promptable Concept Segmentation and Promptable Visual Segmentation. They share a lot of scaffolding, but the feature targets, pipeline classes, docs, and supported model tests are different, so they should not be deduplicated.", + "summary": "These PRs are related only at the framework level: both add new segmentation pipelines and register them in shared docs/metadata, but they implement different features and different pipeline files/models. They should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: these are distinct feature additions rather than the same code-path fix/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader feature addition, covering more model integrations and a larger pipeline surface, so it is the better representative PR for this cluster.", + "best_pr_reason": "PR 43613 is the broader representative of the visual-segmentation addition, but it is still a distinct feature from 43612 and not a duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipelines and user-facing tasks: concept segmentation vs visual segmentation. The overlap is mostly shared infrastructure/docs, not the same concrete bug or change, so they should not be merged as duplicates." + "reason": "Different underlying changes: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation. They share registration/docs plumbing, but the actual pipeline modules and model integrations are different, so they should not be merged as one PR." } ] }, @@ -23808,7 +23769,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b0a3c9bbb93a2245441942e16f90ff327eb78cb25cb2e757dbdaff1e85fd54fb", + "prepared_review_unit_hash": "b39a1ab4a904dd43a1c8e569705d43ab31b2610e82932a8de6800f76628f8f4e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23830,18 +23791,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch `trainer.py`, but they solve unrelated problems: #43651 changes gradient-accumulation loss scaling, while #43663 refactors signature-column filtering for custom/PEFT trainers.", - "confidence": 0.97, + "summary": "These PRs touch the same file but address different trainer concerns: 43651 changes gradient-accumulation loss scaling in `training_step`, while 43663 extracts signature-column logic for model input filtering. They are not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete representative change: it directly alters `training_step` loss normalization and adds a dedicated hook for custom trainers, while #43663 is a separate refactor for input-column filtering.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a specific training-behavior change with a clear API hook, making it the more substantive representative item in this cluster.", + "best_pr_reason": "PR 43651 is the more central trainer behavior change, but the two PRs are still distinct and should not be merged as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behavior: #43651 is about GA loss scaling in `training_step`, while #43663 is about deriving signature columns for data filtering. Shared filename alone is not enough to treat them as the same change." + "reason": "Different code paths and purposes: loss scaling vs. signature-column filtering. Sharing `trainer.py` is too broad to treat as the same fix." } ] }, @@ -23871,7 +23832,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "b6842ed8445d88a3590a0e7ee1d80852fe7047b7bcd47263a06de6965362609a", + "prepared_review_unit_hash": "dd6bda6feff49ad8730af3c59c712435473013f4d7bd8e3c70abc9324161b9e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -23893,27 +23854,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related annotation/name-resolution fixes in `src/transformers/cli/serve.py`, but they address different concrete changes: `43656` adds `from __future__ import annotations` and cleans up model/processor annotations, while `43842` adds a `TYPE_CHECKING` import for `TypeAdapter` and quotes only the validator annotation. They are similar, but not clearly the same underlying bugfix.", - "confidence": 0.91, + "summary": "Two open PRs touch the same CLI file and mention TypeAdapter, but they appear to fix different NameError scenarios. PR 43842 is the more focused pydantic-absence fix; PR 43656 looks like a separate typing/annotation cleanup in the same module.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43842` is the better canonical PR because it targets the specific `TypeAdapter` NameError path with the smallest, most direct fix and has the clearest explicit issue linkage.", + "canonical_pr_reason": "43842 is the better canonical PR because it explicitly targets the concrete crash mode in the title and diff: TypeAdapter NameError when pydantic is not installed, with a minimal, focused patch.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43842` is the best representative of the cluster because it most directly addresses the concrete `TypeAdapter` annotation/import problem, whereas `43656` is a broader annotation cleanup in the same module.", + "best_pr_reason": "43842 is the best representative of the cluster because it addresses a specific user-facing failure mode with the clearest and smallest change set.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They share a file and general annotation theme, but the diffs fix different code-path issues and use different mechanisms; this is too weak to treat as the same PR-worthy bugfix." + "reason": "Same file and similar wording, but different fixes: 43656 changes annotation behavior/import typing cleanup, while 43842 specifically guards TypeAdapter behind TYPE_CHECKING for the missing-pydantic case. They are not the same underlying bug/change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The packet supports that these PRs are related because they both touch `src/transformers/cli/serve.py` and deal with annotation/name-resolution issues, but the summary overstates the evidence by calling them the same underlying bug. The explicit issue targets are different (`43576` vs `43824`), and the visible diffs address different fixes: `43656` adds `from __future__ import annotations` and cleans up model/processor annotations, while `43842` adds a `TYPE_CHECKING` import for `TypeAdapter` and quotes only the validator annotation. A more conservative summary would say they are similar annotation-related fixes in the same module, not definitively the same bugfix." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -24066,10 +24024,10 @@ "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", - "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", - "pull_request:44059|pull_request:44068", + "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", @@ -24100,12 +24058,12 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "a930af71ccffdd880ec5fe5c23eefab01f873834e448f8072da1564ffa0db7e7", + "prepared_review_unit_hash": "ececf8b82bbfc60e05b5ffc6b391315a0c2da4f36dda1e3de9468414d407539f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84111, + "serialized_chars": 84112, "estimated_input_tokens": 21028, "estimated_eval_tokens": 42312 }, @@ -24113,441 +24071,441 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76932, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad standardized output-tracing migration across many unrelated model families. Tight duplicate-like overlap only appears within the GPT-J/CodeGen subset and the GPT-Neo subset; the rest are separate model-specific refactors that share only the same theme.", - "confidence": 0.82, + "summary": "This cluster is mostly a broad family of model-specific output-tracing refactors, not one duplicate PR. The only clear duplicate-like pairs are within the same GPT-J/CodeGen and GPT-Neo code paths; most cross-model pairs are separate changes and should be rejected.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "Best representative of the cluster\u2019s core refactor: it explicitly targets #43979 and covers the shared GPT-J/CodeGen output-tracing change that also matches the closest duplicates.", + "canonical_pr_reason": "44066 is the best cluster anchor: it is a focused, explicit output-tracing refactor with a tracking link and concrete GPT-J/CodeGen code-path changes, making it the clearest representative of the shared pattern.", "best_issue_reason": null, - "best_pr_reason": "Best overall PR fit for this cluster: it is the clearest exemplar of the shared standardized output-tracing migration and has the strongest direct overlap with other GPT-J/CodeGen PRs.", + "best_pr_reason": "44066 is the strongest representative of the recurring standardized output-tracing work. It is explicit, concrete, and broad enough to summarize the core refactor without conflating unrelated model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); same tracing theme is too broad." + "reason": "Different model families and code paths (FNet/CVT vs GPT-J). Same high-level refactor pattern, but not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures and code paths (FNet/CVT vs DeBERTaV2)." + "reason": "Different model families and implementations (FNet/CVT vs DeBERTaV2). Not a duplicate change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file; 44085 is the same underlying change." + "reason": "Same GPT-J output-tracing refactor on the same code path; these are plausibly one combined PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet sweep vs EfficientNet; only shares the general refactor theme." + "reason": "Both are output-tracing refactors, but they target different backbones (ResNet/RT-DETR ResNet vs EfficientNet). Not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same refactor theme is too broad to call them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; not the same change." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated implementations. Not the same concrete change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTaV2; different model logic." + "reason": "MobileNetV2 and DeBERTaV2 are different model families with different output paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; unrelated implementations." + "reason": "Different model families (GPT-J/CodeGen vs MGP-STR). Same pattern, not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; different model code paths." + "reason": "GPT-J/CodeGen and MPT are different implementations; not a duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing migration in the same model family/file." + "reason": "Same GPT-Neo output-tracing migration in the same model family and code path; these could be merged into one PR." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same feature theme but different code paths." + "reason": "GPT-J/CodeGen vs GPT-Neo are different code paths, so this is not a duplicate pair." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different model-specific implementations." + "reason": "GPT-Neo vs GPT-J/CodeGen are related but distinct model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; unrelated model families." + "reason": "ResNet and GPT-J/CodeGen are unrelated model families; not the same underlying bug/change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; not the same code path." + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; different model families." + "reason": "ResNet vs GPT-J is not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; only shared output-tracing idea." + "reason": "GPT-Neo and ResNet are separate model families and separate refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; unrelated model code paths." + "reason": "ResNet and MPT are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; unrelated change." + "reason": "GPT-Neo and Flaubert are different families; not the same bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different code paths." + "reason": "GPT-Neo vs Flaubert are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; unrelated implementations." + "reason": "MPT and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; different models." + "reason": "GPT-Neo and GPT-J are different model families; same refactor style is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same bug/change." + "reason": "GPT-Neo vs MGP-STR are unrelated model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT vs GPT-J; same refactor theme, different code path." + "reason": "MPT and GPT-J are different implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; different model families." + "reason": "GPT-J and MGP-STR are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; unrelated code paths." + "reason": "GPT2 and MGP-STR are different code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different model families." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; same broad theme, not the same change." + "reason": "GPT2 and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; different model code paths." + "reason": "GPT-Neo and MPT are unrelated code paths." }, { - "left": "pull_request:44017", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5; unrelated architectures." + "reason": "VisualBert and LongT5 are different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "SegFormer vs VisualBERT; different model families." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen; only shares the generic refactor theme." + "reason": "VisualBert vs Flaubert/XLM is not the same concrete change." }, { - "left": "pull_request:44068", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; unrelated." + "reason": "GPT2 and MPT are different model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs VisualBERT; different model code paths." + "reason": "RegNet and SegFormer are different vision backbones and different output paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "MPT vs MGP-STR; unrelated." + "reason": "RegNet and MPNet are unrelated model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer vs MPT; different models." + "reason": "RegNet and GPT-Neo are unrelated code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT vs LongT5; unrelated changes." + "reason": "RegNet and LongT5 are different implementations." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT vs Flaubert/XLM; different model families." + "reason": "TextNet and Flaubert/XLM are different model families." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs Flaubert/XLM; different code paths." + "reason": "MPNet and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet vs SegFormer; unrelated model-specific changes." + "reason": "RegNet and TextNet are different backbones; same refactor theme is too broad." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet vs MPNet; not the same underlying bug." + "reason": "GPT-Neo and SpeechT5 are different implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; different model code paths." + "reason": "MPT and ImageGPT are unrelated code paths." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs Flaubert/XLM; unrelated." + "reason": "TextNet and LongT5 are different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs LongT5; different architectures." + "reason": "SqueezeBERT and VisualBert are unrelated model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44017", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs GPT-Neo; only the broad output-tracing migration matches." + "reason": "SegFormer and MPNet are different implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet vs LongT5; unrelated." + "reason": "SegFormer and TextNet are different vision/text model code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5; not the same change." + "reason": "SegFormer and LongT5 are unrelated model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs MPT; different code paths." + "reason": "SegFormer and VisualBert are different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs SpeechT5; unrelated." + "reason": "SegFormer and GPT-J/CodeGen are unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert vs VisualBERT; different model families." + "reason": "MPNet and Flaubert/XLM are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs TextNet; not the same code path." + "reason": "VisualBert and LongT5 are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert vs GPT-Neo; different models." + "reason": "VisualBert and Flaubert/XLM are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44074", "accept": false, - "reason": "MPT vs SpeechT5; unrelated." + "reason": "MPNet and TextNet are unrelated implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "FNet/CVT vs LongT5; no shared concrete change." + "reason": "MPT and ImageGPT are different model families." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT vs SegFormer; unrelated." + "reason": "FNet/CVT and LongT5 are unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTaV2; different model-specific refactors." + "reason": "SqueezeBERT and DeBERTaV2 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 vs TextNet; unrelated." + "reason": "DeBERTaV2 and TextNet are unrelated implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; different model implementations." + "reason": "FocalNet and ImageGPT are different model families." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBERT vs TextNet; only the general output-tracing theme is shared." + "reason": "VisualBert and TextNet are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen decorator migration on the same files; one is effectively a broader/same-scope PR." + "reason": "Same GPT-J/CodeGen output-tracing migration on the same implementation; 44722 is effectively an expanded variant of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file; these are the same underlying change." + "reason": "Same GPT-J output-tracing refactor in the same file family; these could be consolidated into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; shared issue target is not enough." + "reason": "GPT-J and SpeechT5 are different model families; not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT vs RegNet/ResNet; only the high-level refactor theme matches." + "reason": "FNet/CVT and ResNet/RT-DETR ResNet are different model families and different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT vs SpeechT5; unrelated models." + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; different code paths." + "reason": "DeBERTaV2 and SpeechT5 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 vs VITS; not the same bug/change." + "reason": "DeBERTaV2 and VITS are unrelated code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; different model implementations." + "reason": "FocalNet and ImageGPT are different model families." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBERT vs TextNet; only the general output-tracing theme is shared." + "reason": "VisualBert and TextNet are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it keeps the cluster scope limited to the standardized output-tracing migration theme, and the only duplicate-like overlap it elevates is within the GPT-J/CodeGen and GPT-Neo subsets. The soft-edge verdicts are generally conservative and consistent with the listed PR contents and shared issue targets." + "feedback": "The summary is supported by the packet: the cluster is a broad set of model-specific output-tracing refactors, and the accepted soft-edge pairs are limited to closely related GPT-J/CodeGen and GPT-Neo changes that look mergeable into single same-bugfix PRs. The rejected cross-model pairs are conservative and grounded in distinct model families/code paths." }, "evaluator_used": true, "retried": false, @@ -24581,12 +24539,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "77d4794972fc2a8504d63dbc897bba6bd584fa8451fafa1c3872b81216189171", + "prepared_review_unit_hash": "b6e7538cf8726027249d12d25939921feeb4ed803b9f6e408d139403787d4019", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84111, + "serialized_chars": 84112, "estimated_input_tokens": 21028, "estimated_eval_tokens": 42312 }, @@ -24594,45 +24552,45 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12757, - "estimated_input_tokens": 3190, - "estimated_eval_tokens": 6636 + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are related by a common output-tracing refactor pattern, but they touch different model implementations and are not the same duplicate change.", - "confidence": 0.95, + "summary": "These PRs all implement the same broad refactor pattern\u2014migrating model forwards to standardized output tracing\u2014but they are model-specific changes, not duplicates of the same underlying fix. None of the soft edges should be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue present. For a representative PR, 44010 is the strongest anchor: it is a concrete model-specific refactor, has review activity, and clearly shows the standardized output-capture migration pattern.", + "canonical_pr_reason": "No issue is present; as a representative PR, 44073 is a clear, self-contained example of the standardized output-capture refactor with explicit model-level tracing setup.", "best_issue_reason": null, - "best_pr_reason": "44010 is the best representative PR for the cluster theme because it is a focused, self-contained output-tracing refactor with the clearest reviewer signal; the others are separate model ports rather than duplicates.", + "best_pr_reason": "44073 is the most straightforward cluster anchor: it clearly introduces the capture_outputs/can_return_tuple refactor for a single model and reads like a canonical instance of the pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing refactors, but MPNet and VisualBert are different code paths and model internals; this is a shared migration pattern, not the same underlying fix." + "reason": "Same refactor theme, but MPNet vs VisualBert are separate model implementations and the code changes are model-specific, so they are not the same underlying PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are separate model implementations. Similar decorator migration does not make them the same concrete change." + "reason": "Both adopt standardized output tracing, but one is MPNet and the other is TextNet; these are distinct model-specific migrations, not one mergeable duplicate change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific refactors. They share the standardized output-capture theme, but not the same bug or mergeable PR." + "reason": "RegNet and SqueezeBert are unrelated model code paths; the similarity is only the shared decorator migration pattern, so this is not a duplicate change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert output-capture refactor and SpeechT5 output-tracing refactor are distinct model changes; the explicit issue link on 44129 does not imply duplication with 44010." + "reason": "Both touch output handling, but SqueezeBert and SpeechT5 are different models with different forward signatures and tracing needs, so they are not the same concrete fix." } ] }, @@ -24712,136 +24670,136 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "8c37139a8a1d03b713cda33433b4a2a89b4a8aae9ef0abb0f088bcb211479cab", + "prepared_review_unit_hash": "56f4f6fb19d870203767ff4aace1a411facb9e8a0322127118a8ae85cbcf546b", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a generic \"refactor output tracing\" theme, but they are model-specific changes across different code paths. I do not see true duplicate pairs among the provided soft edges; they look like separate refactors rather than one mergeable change.", - "confidence": 0.91, + "summary": "These PRs are all thematically similar output-tracing refactors, but they touch different model families and code paths. They are related by pattern, not by a shared underlying bug or a mergeable single change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the set: it is the most coherent and substantive single refactor, spanning the closely related mamba/falcon_mamba implementations and adding the output-capture plumbing.", + "canonical_pr_reason": "PR 44003 is the strongest representative anchor: it is the most substantial output-tracing refactor here, adds recorder plumbing, and updates two closely related Mamba-family implementations.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest standalone PR in this cluster because it addresses one concrete model family and includes the core tracing infrastructure, rather than just applying the pattern to a single unrelated model.", + "best_pr_reason": "PR 44003 is the best single representative of the cluster because it covers the core tracing refactor with the broadest concrete implementation rather than a narrower per-model adaptation.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor pattern, not the same underlying change." + "reason": "Same refactor pattern, but timm_backbone and upernet are different model code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and files; both touch output handling but not one mergeable code-path bug." + "reason": "Different model families; only the refactor style is shared." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Timm backbone vs UnivNet: unrelated implementations, so this is not a duplicate fix." + "reason": "Different architectures and implementations; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; the mamba output-capture refactor is a separate change from timm_backbone." + "reason": "Backbone tracing cleanup vs Mamba output-recording refactor; different code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm backbone and RWKV are unrelated code paths; only the refactor theme overlaps." + "reason": "Timm backbone and RWKV are unrelated model implementations." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated; shared output-tracing wording is not enough." + "reason": "MobileNetV1 and UnivNet use different forward paths and output semantics." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet: different model logic and no shared concrete bug." + "reason": "Different model families; same output-tracing theme is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and outputs; these are parallel refactors, not duplicate fixes." + "reason": "MobileNetV1 and DepthAnything are unrelated concrete changes." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder target different forward paths." + "reason": "Different model wrappers and code paths; not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are separate implementations; not the same underlying change." + "reason": "MobileNetV1 vs SpeechEncoderDecoder is only superficial similarity." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + "reason": "Vision-text dual encoder and UnivNet are different implementations, not the same bug." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; no shared concrete defect to merge." + "reason": "Different model code paths; no shared concrete defect." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "CLIP-style dual encoder vs mamba family: same refactor motif, different fixes." + "reason": "Vision-text dual encoder refactor is unrelated to Mamba tracing plumbing." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder and Depth Anything are separate model-specific changes." + "reason": "Different models and different output behavior; only the refactor motif matches." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet have unrelated forward behavior." + "reason": "UnivNet and UperNet are unrelated changes to different forward methods." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs mamba family: not the same code path or bug." + "reason": "Different model families and code paths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and output types; not a duplicate change." + "reason": "UnivNet and DepthAnything do not share the same concrete fix." }, { "left": "pull_request:44002", @@ -24853,127 +24811,115 @@ "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; no plausible single PR would cover both fixes." + "reason": "Different architectures; not a single mergeable change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba family vs SuperPoint: different subsystems and code paths." + "reason": "Mamba-family tracing refactor vs SuperPoint output cleanup; different code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba output tracing and CodeGen cache/output behavior are distinct changes." + "reason": "Mamba output tracing and CodeGen cache/output refactor are not the same underlying bug." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated models; not duplicate fixes." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet vs CodeGen: different model logic and output contracts." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "UperNet and CodeGen are separate code paths; only superficial similarity." + "reason": "Timm backbone and CodeGen are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model families, so this is not one bug." + "reason": "DepthAnything and VisionEncoderDecoder are different model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are separate refactors." + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint target different forward implementations." + "reason": "Different models; same tracing refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything vs RWKV: unrelated architectures and behavior." + "reason": "DepthAnything and RWKV are different concrete changes." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are distinct model-specific output changes." + "reason": "DepthAnything and DPR are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + "reason": "VisionEncoderDecoder and RWKV are different code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Encoder-decoder wrappers for vision and speech are similar in style but still separate concrete changes." + "reason": "Encoder-decoder wrappers for vision and speech are analogous, but not the same PR-worthy change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint do not share the same underlying bug." + "reason": "Different model code paths; only the decorator/refactor pattern matches." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder vs DPR: different model families and output handling." + "reason": "VisionEncoderDecoder and DPR are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations." + "reason": "SpeechEncoderDecoder and SuperPoint are different concrete fixes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different model paths." + "reason": "SpeechEncoderDecoder and RWKV are unrelated model paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are separate refactors, not duplicates." + "reason": "Different architectures and output handling." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV have no shared concrete code-path problem." + "reason": "SuperPoint and RWKV are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated model changes." + "reason": "SuperPoint and DPR do not fix the same underlying issue." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different architectures and output contracts." + "reason": "RWKV and DPR are different code paths and changes." } ] }, @@ -25003,12 +24949,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "b3ef4d4cc3b09be88048b246b07abdab9134c218b443b3a6f274a053dec1fc0b", + "prepared_review_unit_hash": "69a232c2e1bca9f57118b2fff935fd29c418558812c37d1044cdbbe5994253a5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25016,7 +24962,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25025,18 +24971,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated model additions: one adds PenguinVL, the other adds Voxtral TTS. They share some standard Transformers boilerplate files, but they do not appear to fix the same underlying code-path problem or represent mergeable duplicate work.", - "confidence": 0.96, + "summary": "These are two separate model-addition PRs (PenguinVL vs Voxtral TTS) that overlap only in shared Transformers scaffolding, not in the underlying code path or feature being added.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the more self-contained representative of the cluster because it has an explicit issue target and a focused Voxtral TTS implementation, but it is not a duplicate of the PenguinVL PR.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick the stronger standalone PR, PenguinVL looks more mature and broadly reviewed, while Voxtral TTS is draft-level and issue-linked. But they should not be clustered as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with distinct configs, modeling, and tests; the shared docs/auto-registration files are generic scaffolding, not evidence of the same fix." + "reason": "Different model integrations for different architectures and use cases. The shared files are generic auto/docs registration plumbing, which is not enough to indicate the same underlying bug or change." } ] }, @@ -25066,7 +25012,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "69396bd85047c6551cf9985d6b2c1334231eb9e37b57d15e318bf6d00e5d83cc", + "prepared_review_unit_hash": "592e0af322ac0367c92d7f6a16512c4cc017d004c8cab2c902ab6e809fb11e59", "component_budget": { "node_count": 2, "item_count": 2, @@ -25088,18 +25034,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion workflow via KernelConfig and integration hooks. No duplicate relationship.", - "confidence": 0.93, + "summary": "These two PRs are related by the general theme of module/kernel fusion, but they are not the same underlying change: one adds a generic Module Fusion API, while the other implements n-to-1 fusion through KernelConfig and integration hooks.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 44979 is the broader foundational change: it introduces the generic Module Fusion API and new fusion abstractions, whereas PR 45363 is a separate, more specific KernelConfig-based implementation path.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more complete user-facing feature implementation and touches the concrete fusion workflow end to end; #44979 is lower-level API groundwork rather than the same change.", + "best_pr_reason": "PR 44979 is the best representative of the cluster because it is the central API-level fusion feature rather than a downstream application of that idea.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion infrastructure, but different scopes and code paths: #44979 introduces a generic module-fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integrations. They would not plausibly be merged as one PR." + "reason": "Different concrete changes and code paths: generic module-fusion API vs. n-to-1 kernel fusion via KernelConfig; related area, not a duplicate PR." } ] }, @@ -25129,7 +25075,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "13c6c3f58bf7b654f4e7a48b6675f16fa207f6058f3e5770215839c97479392d", + "prepared_review_unit_hash": "98db58e7236caab0dd00d21e193fd0b100253607a29e29cfb677825be27e7bf7", "component_budget": { "node_count": 2, "item_count": 2, @@ -25151,18 +25097,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` against the same issue, with 45317 being the fuller version that adds tests.", - "confidence": 0.97, + "summary": "Both pull requests fix the same Mistral regex patch bug in the same code path (`_patch_mistral_regex`) against the same file and issue target; 45317 is the more complete version because it includes tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix as 45086 and also includes test coverage, making it the more complete change set.", + "canonical_pr_reason": "45317 is the stronger canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete representative of the duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative PR: same underlying bug fix, same target file, and it adds validation via tests, so it is the strongest standalone candidate.", + "best_pr_reason": "45317 is the best PR candidate because it directly addresses the bug, shares the same issue target, and adds regression tests in addition to the code fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug in `_patch_mistral_regex` on the same file and issue target; 45317 is effectively 45086 plus tests, so they are mergeable into one PR." + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same target issue, same changed implementation path; 45317 simply adds tests to the same fix and could plausibly subsume 45086." } ] }, @@ -25192,7 +25138,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "852caaab0de4f9470855e563cd6ee4aef8249a40e14af582d8a586b2aa087a55", + "prepared_review_unit_hash": "b7b26d5f4e3752c755cef19578e32f13ebe79d404349b0df34b98bff06d81395", "component_budget": { "node_count": 2, "item_count": 2, @@ -25214,18 +25160,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH pull requests overlap in some core model files, but they are not the same change: one is a narrow inheritance/conversion refactor, the other is a broader model split into dense/sparse variants with docs and auto-mapping updates.", - "confidence": 0.9, + "summary": "These PRs are related to NemotronH model work, but they target different changes: one is a refactor/inheritance and conversion-mapping update, while the other introduces separate NemotronHDense/NemotronHSparse models plus docs, auto-mapping, and tests. They should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR because it represents the larger, user-facing model reorganization (NemotronH thin dispatcher plus dense/sparse implementations, docs, and auto-mapping changes). PR 45115 is a narrower refactor focused on conversion mapping and inheritance details.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete model-family change and includes the user-facing docs/tests and auto-mapping updates.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of this cluster because it is the most comprehensive and likely final form of the NemotronH redesign; 45115 looks like an earlier supporting refactor rather than the main change.", + "best_pr_reason": "PR #45569 is the strongest overall candidate for the cluster since it covers the main architecture split and is more likely to subsume the surrounding NemotronH model work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share some NemotronH core files, but the PRs target different underlying changes: 45115 is a conversion/inheritance refactor, while 45569 adds the dense/sparse model split, docs, and auto mappings. Not the same concrete fix and not mergeable as one PR without conflating separate work." + "reason": "Different underlying changes: #45115 is a refactor to inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 adds dedicated NemotronHDense/NemotronHSparse implementations, docs, and tests. Shared files alone are not enough to merge them as one PR." } ] }, @@ -25255,12 +25201,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "fd7c2e671312dc0e50caf6580b2c9b996e4c4419c94602a621f668e09b16b18e", + "prepared_review_unit_hash": "1147195d3c0d767589ff8da7da89ba4b34aca56ac1e75296fcb00e2213369458", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6090, + "serialized_chars": 6091, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -25268,7 +25214,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6090, + "serialized_chars": 6091, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -25277,18 +25223,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs on heterogeneous model support overlap heavily in the config/docs area, but #45332 is the broader umbrella change (config + modeling/cache/masking support) while #45333 is a narrower per-layer configuration-only PR.", - "confidence": 0.86, + "summary": "Two related PRs for heterogeneous model work, but not the same change: one adds per-layer configuration only, while the other includes configuration plus modeling/cache/masking support. Overlap is substantial, yet they are not strict duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the better canonical PR because it is the broader, more complete implementation of heterogeneous model support and subsumes the config-only work while also adding the modeling/caching/masking pieces.", + "canonical_pr_reason": "PR #45332 is the broader feature PR and subsumes the configuration work while also adding the modeling-side implementation, so it is the better canonical representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest representative of the cluster: it covers the full feature set and is the more complete upstream change, whereas #45333 looks like a narrower subset focused on configuration alone.", + "best_pr_reason": "PR #45332 best represents the underlying effort because it covers the full heterogeneous-model feature set rather than only the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are related but not the same concrete change: #45333 is config-only, while #45332 also adds modeling/cache/masking support. That makes #45333 a subset/component of #45332, not a duplicate PR that should be merged on its own." + "reason": "They share the heterogeneous configuration docs and core config files, but #45332 extends into modeling, masking, cache, and skip utilities while #45333 is limited to configuration support. That looks like a subset/dependent PR, not the same concrete change that could simply be merged as one duplicate PR." } ] }, @@ -25318,40 +25264,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "93187f8c3239ccaa3ec73b90beb115ce407d96250c1abee53ec2b23289b19881", + "prepared_review_unit_hash": "5ea57ae5a48d6fd6a9d66f2e1b315733ebf6e19bdaf12279547041b322cbeab2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only in the broad sense that both affect typing in transformers, but they are not the same underlying change. PR #45415 is a wide type-checking sweep across many files, while PR #45425 adds shared typing protocols/helpers and updates a smaller set of typing-sensitive call sites. I would not treat them as duplicates.", - "confidence": 0.91, + "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad repo-wide type-checking pass across many `src/transformers/*` files, while #45425 adds shared typing helpers/protocols and related fixes centered on `_typing.py`, `modeling_utils`, and a few integrations. They are not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: #45415 is a broad repo-wide typing cleanup, while #45425 is a narrower typing-infrastructure change centered on modeling_utils and shared protocols.", + "canonical_pr_reason": "No canonical PR: the two PRs overlap on typing infrastructure but target different code changes and would not plausibly be merged as one duplicate fix.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative PR if one must be picked: it has a tighter, more coherent scope and a clearer concrete change than the large type-checking sweep in #45415.", + "best_pr_reason": "#45425 is the more self-contained representative of the typing work because it introduces reusable typing protocol definitions and related fixes, whereas #45415 is a much broader type-checking sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both touch typing and share a few files, but they address different workstreams: a broad typing pass vs. adding shared typing protocols/helpers. They do not appear to fix the same concrete code-path problem or be mergeable as one PR." + "reason": "Shared typing theme and a few filenames, but different concrete scope and purpose: one is a mass type-checking cleanup, the other adds typing protocols/helpers and targeted fixes. Not the same underlying change." } ] }, @@ -25381,12 +25327,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "f8c31f32bf495e638868ea95ae937606c39773db6844b648de5e5bf3112e612c", + "prepared_review_unit_hash": "6e8726ae5e98f927e0308f387faf72fd8402133cfa90fe5510c7c39c5234b3a4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25394,7 +25340,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25403,18 +25349,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading behavior, but they fix different concrete bugs in different code paths, so they should not be merged as duplicates.", - "confidence": 0.89, + "summary": "These PRs are related to expert-parallel loading, but they fix different bugs in different code paths/backends: one is about EP + DeepSpeed ZeRO-3 config/launch handling, the other about EP + FSDP2 expert parameters being overwritten during loading. Not a duplicate pair.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the more concrete and central EP bugfix: it addresses parameter handling during sharded loading and expert overwrite behavior, while 45548 focuses on config serialization and launch compatibility.", + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a concrete parameter-loading corruption path with explicit model-loading and sharding logic changes, whereas 45548 is a narrower accelerate/ZeRO-3 configuration-loading fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it targets the actual parameter-loading path where the corruption occurs and has the broadest direct fix for the EP bug.", + "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific, high-impact EP/FSDP2 bug where experts can be silently overwritten during load, with code changes directly addressing the affected path.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related EP loading theme, but distinct failures: 45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3 loading, while 45662 fixes expert parameters being overwritten after sharding/broadcast in FSDP2. Different code paths, not the same underlying change." + "reason": "Both mention EP and loading, but the failures differ: 45548 is about DeepSpeed ZeRO-3/accelerate-launch and serializing distributed_config, while 45662 is about FSDP2/rank-0 broadcast overwriting expert weights. Different concrete bugs and not safely mergeable into one PR." } ] }, @@ -25444,7 +25390,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b6497096af099f7887985ad9d4d033f046de7d1cc56a88347a98669a126581f6", + "prepared_review_unit_hash": "d14b567117447ea46e4916d308a1d6565632ec8b519f0458eef8b42de82769fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -25466,18 +25412,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision problem under issue 45561; 45645 is the broader superset that also updates CI log collection, while 45639 focuses only on the file-writing fix.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-safe captured_info logging problem in transformers testing utilities. PR 45645 appears to subsume 45639 by adding the same worker-safe output-file change plus CI workflow updates to collect multiple captured_info files, so they are duplicate/overlapping change candidates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe testing_utils fix plus the workflow change needed to preserve and display multiple captured_info files in CI.", + "canonical_pr_reason": "PR 45645 is the more complete representative: it contains the xdist-safe testing_utils fix and also updates CI log collection to handle multiple captured_info files, covering the broader end-to-end change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall solution: it addresses the same underlying captured_info/xdist failure mode and also updates downstream CI handling, making it the most complete candidate.", + "best_pr_reason": "PR 45645 best represents the cluster because it includes the core bug fix and the downstream workflow adjustment needed for the new file naming scheme; 45639 is a narrower subset of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same concrete captured_info xdist collision path and are merge-compatible as one change set; 45645 simply adds the CI-side follow-up." + "reason": "Same underlying bug: xdist collisions for captured_info output. The second PR extends the first with compatible workflow handling, and both could plausibly be merged as one change." } ] }, @@ -25573,7 +25519,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "022eae94caa25c52141ba5a2a1896914af8c69ea58c1461ef75cde791de51c9b", + "prepared_review_unit_hash": "cc94ecc36c4d189990d857999946a81163151d4c5be55f513aa2a3e25b9d19f9", "component_budget": { "node_count": 2, "item_count": 2, @@ -25595,18 +25541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a broad model/workflow change set, while the other is a test-migration PR touching different tests and a DDP config. The similarity is superficial (both are flagged DO NOT MERGE and relate to testing/infrastructure), not the same underlying code-path change.", - "confidence": 0.96, + "summary": "These two PRs are not duplicates: one is a CI/telemetry and model-config related change, while the other is a test migration adding DDP/kernel test coverage. They share only broad testing/infra context, not the same concrete bug or code path.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR exists here; if one must be chosen, #45932 is the broader, more central change set and the better representative artifact for the cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45932 is the better representative PR because it is larger and more central to the repo\u2019s implementation/workflow changes, whereas #46100 is narrowly focused on test migration files.", + "best_pr_reason": "PR #46100 is the more self-contained and concrete change set; PR #45932 is a broader, unrelated testing/CI/workflow mix and is a poor representative for duplicate clustering.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the PRs address different work. #45932 changes model code and CI workflow secrets across multiple transformer modules, while #46100 adds/rewrites kernel and model tests plus a DDP YAML. They do not appear to fix the same concrete bug and would not plausibly be merged as one PR." + "reason": "Reject: the diffs target different problems and code paths. #45932 changes CI secrets/workflows and several model files, while #46100 adds kernel-test migration files and vit-related tests. Shared testing context is too broad to treat as the same change." } ] }, @@ -25636,7 +25582,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "556f4ee251e36effb4d4a520b0560aeadb0d26ed21c4f8a098697446698ef1e5", + "prepared_review_unit_hash": "f810362454c97ee363a1622aad19a57ead811fc3adc217c4d7a9ee0abfe0b1de", "component_budget": { "node_count": 2, "item_count": 2, @@ -25658,18 +25604,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs with overlapping files, but they do not look like the same change: #46126 is a focused EP/trainer integration feature, while #46269 is a broad distributed branch base touching many subsystems.", - "confidence": 0.88, + "summary": "The two PRs overlap in a few distributed filenames, but they are not the same concrete change: #46126 is a focused EP/trainer integration patch, while #46269 is a broad distributed branch base touching many unrelated distributed areas. This is not a safe duplicate/merge candidate pair.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more specific, coherent PR centered on one concrete distributed/MoE feature path (EP + trainer integration). #46269 is a much broader branch-base PR and looks like a superset-style integration branch rather than the same change.", + "canonical_pr_reason": "PR #46126 is the better canonical representative because it is the narrowly-scoped, concrete EP + Trainer integration change with a clear code-path purpose.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative of the cluster because it targets a concrete code path and feature, whereas #46269 is too broad and multi-purpose to serve as a clean canonical PR for deduping.", + "best_pr_reason": "PR #46126 is the best fit overall: it targets one specific distributed/MoE behavior, whereas #46269 is an umbrella base branch spanning many features and subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames alone are not enough here. The PRs have different scopes and likely different intents: one is EP/trainer integration, the other is a broad distributed branch base. They do not appear mergeable into one single fix/change." + "reason": "Reject: shared distributed filenames are not enough here. #46126 implements a specific EP routing/trainer integration change, while #46269 is a broad distributed branch base touching many areas and is not plausibly a single merged fix with #46126." } ] }, @@ -25737,12 +25683,12 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "1e2b1f24485c3743065f34314de18bdd8a474045bd222879ca41fd2892446f40", + "prepared_review_unit_hash": "039c22a6ed1349477446f7d3f0ee9443b70764e38852a0308be8d0b405eaec2c", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, + "serialized_chars": 26678, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -25750,7 +25696,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, + "serialized_chars": 26678, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -25759,198 +25705,198 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose workflow-maintenance cluster, not a true duplicate set. The only tight subgroup is pr-ci-security-gate.yml, but each PR changes a different behavior, so the soft links should be rejected.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated workflow-chore PRs, plus a small family of similarly titled pr-ci-security-gate changes. I found no true duplicate pairs; the soft similarities are mostly generic CI/security hardening overlaps rather than the same concrete fix.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR stands out; if one representative is needed, 46554 is the most substantive security-gate change and the clearest standalone PR in the cluster.", + "canonical_pr_reason": "PR 46554 is the most substantive and representative change in the security-gate mini-cluster: it adds the actual checkout/diff-based check logic, whereas nearby PRs are follow-up permission/secrets tweaks or comment-only updates.", "best_issue_reason": null, - "best_pr_reason": "46554 is the strongest standalone PR because it makes the concrete security-gate behavior change, while the others are smaller, unrelated workflow tweaks.", + "best_pr_reason": "PR 46554 is the best standalone PR in the set because it implements a concrete security check with clear functional impact; the other PRs are narrower workflow adjustments or unrelated CI chores.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: stdin handling for comment text vs security-gate file-diff checks." + "reason": "Different workflows and different concerns: stdin handling in self-comment CI vs PR security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Self-comment CI message piping is unrelated to PR CI security-gate permissions/approval logic." + "reason": "Different workflows and different concerns: stdin handling in self-comment CI vs security-gate permissions/approval changes." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow and change intent; one updates comment handling, the other adds a note to a reusable workflow call." + "reason": "Comment-only reusable-workflow note vs stdin input handling; not the same fix." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "No shared code path: self-comment CI input handling vs changing secrets passing in pr-ci-security-gate." + "reason": "Secrets-handling tweak in the PR security gate vs stdin input handling in self-comment CI; unrelated." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-safety tweaks, but they fix different scripts and different command inputs, so not the same bug." + "reason": "Different workflows: PR comment stdin handling vs commit-message parsing for build-image tagging." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark dispatch support are unrelated workflow changes." + "reason": "SSH runner hardening vs benchmark trigger condition; different workflows and bugs." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different concerns: runner secrets cleanup vs anti-slop permissions scoping." + "reason": "SSH runner hardening vs anti-slop workflow edit; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes are unrelated to assign-reviewers checkout ref behavior." + "reason": "SSH runner hardening vs reviewer assignment workflow; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Runner hardening in ssh-runner.yml is unrelated to the security-gate logic added in pr-ci-security-gate.yml." + "reason": "SSH-runner security tweaks vs PR security-gate logic; different code paths." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different problems; no shared underlying bug or change." + "reason": "SSH-runner security tweaks vs PR security-gate permissions/approval changes; different code paths." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they modify different jobs and unrelated behavior." + "reason": "Anti-slop workflow edit vs benchmark trigger edit; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permissions adjustment is unrelated to assign-reviewers checkout ref selection." + "reason": "Anti-slop workflow edit vs reviewer assignment workflow; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different fixes; no common code path." + "reason": "Anti-slop workflow edit vs build-ci-docker-images commit-message logic; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop workflow permissions are unrelated to pr-ci-security-gate diff checking." + "reason": "Anti-slop workflow edit vs PR security-gate logic; different concerns." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout behavior and benchmark dispatch triggering are different changes." + "reason": "Reviewer assignment workflow vs benchmark trigger workflow; unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated shell/input handling changes." + "reason": "Reviewer assignment workflow vs build-image tag logic; unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Checkout ref fix for reviewer assignment does not match security-gate validation logic." + "reason": "Reviewer assignment workflow vs PR security-gate logic; unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different command-line input handling; not the same underlying bug." + "reason": "Benchmark scheduling/dispatch vs build-image tag detection; different workflows and fixes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark workflow dispatch support is unrelated to PR CI security gating." + "reason": "Benchmark trigger edit vs PR security-gate logic; unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both touch shell input handling, but one is build-ci-docker-images commit-message matching and the other is security-gate repo diffing." + "reason": "Build-image tag parsing vs PR security-gate checks; different workflows and different problems." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-ci-docker-images shell tweak is unrelated to pr-ci-security-gate permission changes." + "reason": "Build-image tag parsing vs security-gate permissions/approval changes; unrelated." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different changes: one adds diff-based security checks, the other changes permissions and approval gating." + "reason": "Same workflow file, but 46554 adds checkout/diff-based security checks while 46558 only adjusts permissions and approval gating; related, not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one is functional security logic and the other is a documentation/comment note about the reusable workflow." + "reason": "46563 is a comment-only note about reusable-workflow safety, not the same functional change as 46554." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate modifications: diff-based checks versus removing inherited secrets." + "reason": "46554 changes the gate logic; 46716 only removes inherited secrets from the reusable workflow call." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file but different concerns: permissions/if-guarding vs explanatory comments." + "reason": "Permissions/approval tweak vs comment-only note; not the same bug or change." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions and approval gating are not the same change as switching secrets: inherit to secrets: {}." + "reason": "Permissions/approval tweak vs secrets removal; related hardening, but different concrete changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "A safety note about the reusable workflow is not the same underlying change as changing secrets passing." + "reason": "Comment-only note vs secrets inheritance change; not the same fix." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Shell quoting fix in build-ci-docker-images is unrelated to the pr-ci-security-gate reusable workflow note." + "reason": "Build-ci-docker-images commit parsing vs reusable-workflow safety note; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening is unrelated to the pr-ci-security-gate reusable workflow comment." + "reason": "SSH-runner hardening vs reusable-workflow safety note; unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-ci-docker-images commit-message handling is unrelated to secrets passing in pr-ci-security-gate." + "reason": "Build-image commit parsing vs secrets inheritance change in the PR security gate; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different security hardening targets; not a duplicate." + "reason": "SSH-runner hardening vs secrets inheritance removal in the PR security gate; unrelated." } ] }, @@ -26043,12 +25989,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "01a4782ce9a73616b9c5db9809a037b08ff38cbdc2a672161ae1a729bf35503b", + "prepared_review_unit_hash": "2dbed949d3ad5689a3cbeb523c2a3b49bd43fff3dccac956e3da75218434cb1d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26056,7 +26002,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26065,18 +26011,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two security-focused PRs that both block path traversal, but they target different inputs and different loader code paths: sharded checkpoint filenames from a weight_map vs. the transformers_weights config field.", - "confidence": 0.97, + "summary": "These are two separate security-hardening PRs for different model-loading paths: one blocks path traversal in sharded checkpoint filenames from `weight_map`, the other blocks traversal in the `transformers_weights` config field. They share a theme, but not the same underlying bug or mergeable change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate fixes for different path-traversal vectors in different modules.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if one must represent the cluster, PR 46281 is slightly more general in its sharded-checkpoint loader hardening, but it does not subsume PR 46890.", + "best_pr_reason": "No single canonical PR: PR #46281 fixes sharded-checkpoint shard file resolution in `src/transformers/utils/hub.py`, while PR #46890 validates an explicit `transformers_weights` path in `src/transformers/modeling_utils.py`. Different code paths, different inputs, different fixes.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Reject: both are path-traversal mitigations, but they fix different concrete code paths and inputs (`weight_map` shard filenames in `hub.py` vs. `transformers_weights` in `modeling_utils.py`). They are not the same underlying bug and would not naturally merge into one PR." + "reason": "Both are path-traversal mitigations, but they target different loaders and different metadata fields (`weight_map` shard names vs. `transformers_weights`). The diffs do not indicate the same concrete bug or a PR that could reasonably be merged as one change." } ] }, @@ -26106,7 +26052,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "06a9d758ebf931e1b300dc9af5a15998b5b874e4f270bb31dabf84b638b4d9f7", + "prepared_review_unit_hash": "645d93ce3d204fa13c4ff2cbc277ca41fde505c8aff44252432dfff1b0e4dffc", "component_budget": { "node_count": 2, "item_count": 2, @@ -26128,18 +26074,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs address different tokenizer bugs in different model families: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer class misloading in AutoTokenizer. They are not duplicates.", - "confidence": 0.98, + "summary": "These two PRs address unrelated tokenizer bugs in different code paths: CodeLlama decode-space stripping vs. AutoTokenizer selecting the wrong class for certain DeepSeek checkpoints. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46580 is the better canonical representative for this cluster because it targets the central AutoTokenizer resolution logic and fixes a clearer class-selection bug with explicit checkpoint-prefix handling.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46580 is the strongest standalone PR in the set: it has a well-scoped failure mode, explicit checkpoint targeting, and a broader user impact than the CodeLlama decode fix.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different code paths and symptoms: CodeLlama decode/decoder initialization vs AutoTokenizer checkpoint-prefix overrides for DeepSeek models. They are unrelated fixes and would not be merged as one PR." + "reason": "Different underlying problems and code paths: one changes CodeLlama decoding behavior, the other changes AutoTokenizer class selection for DeepSeek checkpoints. They would not plausibly be merged as one PR." } ] }, @@ -26171,12 +26117,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "26691656286a02dd5ec78727e844943844818455c72b4312142eec9c01cb1376", + "prepared_review_unit_hash": "c9a1ec26cc91ef350489f1e2d2578c1ad1bdd3341c845f07f45cb73791e3526e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, + "serialized_chars": 6604, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26184,7 +26130,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, + "serialized_chars": 6604, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26193,24 +26139,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs, but they address different bugs in different code paths: QuantizedCache layer-type validation, prompt lookup decoding max_length handling, and empty-list validation for generation biases/bad words. I do not see duplicate-candidate evidence strong enough to merge any pair.", + "summary": "All three pull requests are only loosely related through generation/cache code, but they fix different bugs: cache-layer validation, prompt lookup length capping, and empty-list validation in generation logits processing. No duplicate cluster is present.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a clear duplicate target here. If forced to pick a single representative, PR #46993 is the most self-contained user-facing bug fix with a focused code change and test coverage.", + "best_pr_reason": "PR 46993 is the strongest standalone bugfix in the set: it corrects prompt lookup decoding exceeding max_length with a targeted code-path change and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different subsystems and failure modes: cache quantization layer-type support versus prompt lookup candidate truncation. They do not fix the same underlying bug." + "reason": "Different problems in different code paths: QuantizedCache layer-type validation vs prompt lookup decoding length capping. Shared generation/cache context is too broad to treat as the same change." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related, but one fixes prompt lookup decoding length budgeting while the other tightens validation for empty lists in logits processors. Separate code paths, separate bugs." + "reason": "Both are generation-related, but one fixes prompt lookup max_length behavior while the other adds validation for empty token lists in bad_words_ids/sequence_bias. They are not the same underlying bug or mergeable into one fix." } ] }, @@ -26243,52 +26189,52 @@ "pull_request:47016|pull_request:47066", "pull_request:47048|pull_request:47066" ], - "prepared_review_unit_hash": "63a873fb96a999c18de63c00b0a41f5fd51e6286a6c6d052e6028fa12ddb9061", + "prepared_review_unit_hash": "2c30cab3009395a8f0e48631e954b6d2bff4150cb2ad3ac8851a7dcde1f1c4ac", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7338, - "estimated_input_tokens": 1835, - "estimated_eval_tokens": 3926 + "serialized_chars": 7336, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7338, - "estimated_input_tokens": 1835, - "estimated_eval_tokens": 3926 + "serialized_chars": 7336, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs all add a nan/inf guard before Hungarian matching to prevent scipy \"cost matrix is infeasible\" errors, but they target different model-specific matcher implementations rather than the same exact code path.", - "confidence": 0.86, + "summary": "These PRs all address the same failure mode: SciPy Hungarian matching can crash when the cost matrix contains NaN/Inf, usually from AMP/fp16 overflow. PR 47048 and 47066 are close duplicates at the bug-fix level across different object-detection model matchers; PR 47016 is the same symptom but in a separate RT-DETR code path.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47048 is the best representative of the cluster: it applies the matcher-cost guard in a shared object-detection loss path and covers two models, making it the broadest and most central example of the fix pattern.", + "canonical_pr_reason": "PR 47048 is a strong representative of the cluster because it fixes the non-finite cost-matrix crash in two matcher implementations with a clear, shared guard and tests, making it a good anchor for the broader bug class.", "best_issue_reason": null, - "best_pr_reason": "PR 47048 is the strongest standalone candidate because it addresses the core matcher failure in a shared loss module and has the clearest generality; 47016 is narrower and 47066 is another parallel model-family patch.", + "best_pr_reason": "PR 47048 is the best single PR to keep because it directly patches the Hungarian matcher failure in a reusable object-detection loss path and is broad enough to represent the underlying defect without overfitting to one model.", "soft_edge_verdicts": [ { "left": "pull_request:47016", "right": "pull_request:47048", "accept": false, - "reason": "Both fix the same class of Hungarian-matcher crash, but they act on different model-specific loss implementations (RT-DETR vs DETR/Grounding DINO), so they are not the same concrete code-path change." + "reason": "Same symptom, but different model-specific matcher paths (RT-DETR vs DETR/Grounding DINO). They are related but not the same concrete code path, so I would not dedupe them." }, { "left": "pull_request:47016", "right": "pull_request:47066", "accept": false, - "reason": "These are parallel guards for different matcher implementations (RT-DETR vs Deformable DETR/LW-DETR); similar bug pattern, but not the same underlying change or code path." + "reason": "Both guard against infeasible cost matrices, but they patch different matcher implementations in different model families. Too broad to treat as the same PR." }, { "left": "pull_request:47048", "right": "pull_request:47066", - "accept": false, - "reason": "They both add the same non-finite-cost guard, but across distinct matcher files and model families; this is a repeated fix pattern, not one mergeable code-path change." + "accept": true, + "reason": "Both PRs fix the same concrete bug class in Hungarian matching: non-finite cost matrices causing scipy linear_sum_assignment to fail. The changes are highly analogous and could plausibly be merged into one broader PR." } ] }, @@ -26318,7 +26264,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "5f3050423424a16df37b6548fa1da7691e54fb11e9e6f8d1b0e10a726a096874", + "prepared_review_unit_hash": "33c160948750802429a005a4d7e8fc1aef7c7ec8dd3a9f28fd0a4dad3d197c90", "component_budget": { "node_count": 2, "item_count": 2, @@ -26340,18 +26286,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are likely two closely related xLSTM PRs against the same train-mode crash family; one is a narrower patch, the other appears to be the broader follow-up/final fix with tests.", - "confidence": 0.71, + "summary": "Both PRs target the same xLSTM forward-path crash family in training mode around `return_last_states`/`use_cache` handling in `modeling_xlstm.py`. PR 47046 looks like the broader, more complete follow-up, while 47026 is the narrower earlier fix.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47046 is the better canonical representative because it appears to cover the broader xLSTM train-mode failure set (return_last_states=False plus use_cache) and includes test coverage, whereas 47026 is a narrower fix for one branch of the same code path.", + "canonical_pr_reason": "PR 47046 is the better canonical PR because it addresses the same xLSTM train-mode crash path but with a broader fix surface (`return_last_states=False` and `use_cache`) and adds tests, making it the more complete representative.", "best_issue_reason": null, - "best_pr_reason": "PR 47046 is the best overall representative of the cluster because it seems more complete and likely subsumes the narrower crash fix in 47026.", + "best_pr_reason": "PR 47046 is the best overall representative of the cluster since it covers the core xLSTM train-mode failure and extends the fix beyond the narrower crash in 47026.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", "accept": true, - "reason": "Both target the same xLSTM train-mode crash path in modeling_xlstm.py, share the same issue target, and the later PR looks like a broader version of the same fix rather than a separate change." + "reason": "Same xLSTM `modeling_xlstm.py` train-mode crash area, same issue target, and overlapping `return_last_states=False` forward-path fix; 47046 appears to be a broader version of the same underlying bug rather than a different change." } ] }, @@ -26373,64 +26319,108 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47032-4", + "cluster_id": "cluster-47032-6", "nodes": [ "pull_request:47032", "pull_request:47045", "pull_request:47051", - "pull_request:47060" + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" ], "soft_pairs": [ "pull_request:47032|pull_request:47051", "pull_request:47032|pull_request:47045", - "pull_request:47051|pull_request:47060" + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "8d9c7ddacc92ff60f2bc55892b0d8152dfbde3a90da2ef664cacfc519f271bb0", + "prepared_review_unit_hash": "1b146a42b690a13e4f491e6ba45f156c18e1b8bf26876983fb294777d5d7a17b", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 9407, - "estimated_input_tokens": 2352, - "estimated_eval_tokens": 4960 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 9407, - "estimated_input_tokens": 2352, - "estimated_eval_tokens": 4960 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only by broad multimodal/pipeline similarity, but they fix distinct code paths: stop-sequence handling, audio format validation/encoding, direct generation-kwargs forwarding, and Qwen Omni batched decoding.", - "confidence": 0.94, + "summary": "These PRs are all multimodal/pipeline-processing related, but they address different concrete bugs: stop-sequence forwarding, audio format validation, generation-kwarg routing, batched decoding, input-key normalization, and Gemma4 placeholder checks. They share subsystem overlap, not a single underlying change.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47051 is the best representative because it is the broadest pipeline-level change and touches the shared multimodal generation plumbing that overlaps conceptually with one other PR, while still being concrete and test-backed.", + "canonical_pr_reason": "PR 47051 is the broadest pipeline-level representative: it changes multimodal generation kwarg routing in both AnyToAny and ImageTextToText, matching the shared pipeline-handling theme better than the model-specific fixes.", "best_issue_reason": null, - "best_pr_reason": "PR #47051 is the most central to the cluster\u2019s shared theme (multimodal pipeline behavior) and has the widest impact across the affected pipeline code, making it the most suitable anchor PR even though the set is not duplicate-heavy.", + "best_pr_reason": "47051 is the strongest global representative because it touches the core multimodal generation pipeline behavior and spans more than one pipeline implementation.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47051", "accept": false, - "reason": "Both touch image-text-to-text pipeline code, but #47032 only changes stop_sequence translation to stop_strings, while #47051 refactors how generation kwargs are routed. They address different behaviors and could be merged independently." + "reason": "Same area of code, but different bugs: 47032 fixes stop_sequence -> stop_strings handling, while 47051 routes direct generation kwargs. They are not the same concrete change." }, { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "These are unrelated fixes in different processors: image-text-to-text stop-sequence handling vs Voxtral audio-array format handling/encoding. No shared bug or code path." + "reason": "Unrelated features in different processors: stop-sequence handling for image-text-to-text vs audio-format requirements in Voxtral." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Both involve audio, but one validates Voxtral transcription audio formats and the other validates Gemma4 audio placeholders. Different code paths and fixes." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "Voxtral audio-array encoding and AnyToAny input-key normalization are separate bugs with no shared concrete fix." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Both touch AnyToAnyPipeline, but 47051 forwards generation kwargs while 47074 normalizes multimodal input keys. They would not merge as one PR." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "#47051 changes multimodal generation parameter forwarding, while #47060 fixes batched post-processing for Qwen Omni decoders. They affect different stages of the pipeline and are not the same change." + "reason": "Different subsystems and bugs: generation-kwarg forwarding in multimodal pipelines vs Qwen Omni batched text post-processing." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Different concrete problems: Qwen Omni output decoding for batched text vs AnyToAny input-key normalization." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Qwen Omni batched post-processing and Gemma4 audio placeholder validation are unrelated processor fixes." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "AnyToAny input normalization and Gemma4 processor placeholder validation are distinct changes in different code paths." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 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b/snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..003befcbb3fa29ea91da2d5d06e176a89a139a9a --- /dev/null +++ b/snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26435 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260705T000031Z", + "generated_at": "2026-07-05T00:05:52Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + 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"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:43638|issue:45161", + "issue:34928|issue:36331", + "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", + 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"estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The main duplicate family is the DeepSpeed ZeRO-3 empty-tensor IndexError reports (41762, 43596, 43638), plus a separate torch 2.4.1 / transformers 5.8.0 incompatibility pair (45800/46515).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41762 is the earliest ZeRO-3 empty-tensor IndexError report in this packet, and it anchors the same failure family later seen in 43596 and 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 has the clearest generic wording for the ZeRO-3 empty-tensor IndexError family, so it is the most reusable triage label even though it is not the earliest report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: config attribute missing vs chat/completions streaming API behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend problems on different hardware paths; only broad GPU/MPS similarity." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different symptoms and subsystems: image dtype mismatch vs AMD GPU model failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device issues, but for different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failure modes; too broad to be duplicates." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "AMD GPU support issue vs invalid-method bug in a different model class." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export problem vs Qwen3MoE FP8 failure; different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "No concrete overlap beyond generic model-loading/backend failure." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different product areas: table QA crash vs documentation example cleanup." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue vs import-path breakage." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they reference different removed items and likely need separate edits." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different trainer/resume problems; no shared concrete bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Local-resume/trust-remote-code issue vs multi-GPU device-map issue." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask/index shape mismatch vs Gemma4 device_map forward mismatch; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Only loosely related IndexError wording; the actual failure messages and contexts differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training resume/remote-code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the reported failure modes differ enough that they are not clearly the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal/video loading bug; no concrete shared code path." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic IndexError vs TP/MoE support issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different features and errors; not a duplicate pair." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template bug vs training resume issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice preset bug vs ONNX export bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention distributed training, but the actual errors and model contexts differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 empty-tensor IndexError family; the titles describe the same concrete failure mode on different Bert reproductions." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different issues: detokenization regression vs LoRA merge/save-load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failures with no shared code path." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for a specific model vs remote-code model_class/config_class attribute error." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the underlying bugs are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as the mask-shape IndexError." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated backend/hardware failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but different bugs: CPU-offload incompatibility vs uninitialized-memory materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model/backend problems; no shared concrete bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training/runtime errors." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 empty-tensor IndexError vs tensor-parallel MoE issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal inference bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failures; only superficial version-era similarity." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same version-compatibility problem report: torch 2.4.1 incompatibility with transformers 5.8.0/related stack." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General Torch compatibility issue vs Qwen NVFP4 runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/backend problems on different models." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo tracing grouped_mm failure vs image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs Qwen NVFP4 runtime failure." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model/runtime errors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method bug vs MPS int-histogram backend limitation." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Trainer embedding unpacking bug vs MoE tensor-parallel issue." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy issue vs trl SFT embedding unpacking issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 load-time empty-tensor IndexError family; Gemma3 and Bert are different repros of the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed APIs/commands." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge acceptances look conservative, but the canonical_issue_reason is not fully grounded: issue 43596 is not the earliest ZeRO-3 empty-tensor IndexError in the packet (issue 41762 predates it). Please remove or correct that chronology claim before accepting." + }, + "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": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "cb8a4971ae2a0513c1e26fb652cdd2e666de8cf526e03037bf33bb46f7d6b243", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40047, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues. The only clear duplicate families are the DeepSpeed ZeRO-3/BERT load failures and the v5 AutoTokenizer token-ID regression; the rest are only loosely similar by subsystem or error style.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45920 is the strongest canonical issue: it has the broadest and clearest title, describes a concrete v5 tokenizer regression across multiple models, and is more representative than the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue candidate because it is broad, actionable, and clearly framed as a regression affecting multiple model families, making it a good anchor for the duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/transformers breakage, but they describe different incompatibilities and likely different code paths." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "One is a corrupted checkpoint report; the other is an unmapped text-encoder weight loading bug. Not the same failure." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different models and different symptoms: vLLM/Gemma3 loading versus distributed build/runtime support in v5.9.0." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 init/load-time IndexError class and appear to stem from the same loading bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window config missing and Qwen3 auto-device-map cuda assert are unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different API/documentation mismatches and do not share the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torch USE_DISTRIBUTED=0 compatibility problem." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy fallback and Qwen3-VL video StopIteration are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG docs are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping forward mismatch and video token/template mismatch are different multimodal bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and ModelOpt compatibility are not the same issue." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint loading failure and RAG example docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "A corrupted checkpoint is not the same as a model implementation load failure." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the pytorch/distributed build issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different models and different config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": true, + "reason": "Both are the same ZeRO-3/BERT-style IndexError during loading/training and look like the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test loading failure and corrupted checkpoint are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch incompatibility and pydantic PretrainedConfig breakage are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic model-field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are different symptoms and likely different paths." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 IndexError and torch/transformers version incompatibility are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error and table task crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-mapping are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference API failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both involve MoE-related models, but the traced grouped_mm failure and MPS histogram failure are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral tracing error and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight-tying bug and corrupted checkpoint are not the same failure." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU auto device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 errors, but the specific exceptions and model contexts differ enough that they do not look like one bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class failures are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a broken PretrainedConfig field in pydantic are related only by version churn, not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it picks 45920 as the broadest tokenizer-regression issue and correctly characterizes most other pairs as unrelated by title/context. The accepted soft pairs are conservatively phrased as likely same-family DeepSpeed/ZeRO-3 or tokenizer regressions, without overclaiming beyond the evidence provided." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43645|issue:45399", + "issue:40990|issue:44960", + "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": "dbd75fd4ef2cbfe34871e5c79ba6eed7ac80e03be5cf7add41068fc8ef748eba", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36240, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated bug reports with similar wording. The only clear duplicate-style match is the trust_remote_code/custom-module cache collision pair (45632/45698).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45632 is the cleaner root-cause report: it describes the cache-path collision for local models with the same leaf directory name, which also explains the wrong-module symptom in issue:45698.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the best representative because it states the underlying bug more generally and would absorb the downstream manifestation reported in issue:45698.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading under transformers/vLLM vs GGUF gpt-oss architecture support. Not the same code-path." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/indexing errors, but one is a mask-length mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT trainer; different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing error in Mixtral vs tensor-parallel not working for GPT-OSS MoE; different execution paths and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both are dtype-related, but one is autocast on Phi-tiny-MoE and the other is chat/completions streaming on Qwen3.5-0.8B. Not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Memory/OOM under int4 quantization is unrelated to tied-weights issues on translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are distinct model/runtime problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` argument mismatch is a loader/init bug; pydantic `PretrainedConfig` field breakage is a separate API/serialization issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic `PretrainedConfig` breakage." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a zero-sized tensor during deepspeed zero3 init. Different causes." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch in Mistral-3 vs video token/feature mismatch in Qwen3.5-9B; different modalities and code paths." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and unrelated to be the same concrete bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text embedding quality regression and nonsensical AutoModel/pipeline output are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Video-input regression in v5.3.0 affects a family of Qwen models, but it is not the same as the apply_chat_template video-feature/token mismatch." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device_map_auto failure are unrelated model-integration issues." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Qwen multimodal `text_config` unwrapping and Qwen3_5MoeTextRotaryEmbedding uninitialized memory are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3 init index error is unrelated to resuming training with local models and trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration problem and remote-code model_class/config_class AttributeError are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "One is an image dtype mismatch; the other is TRL unpacking failure for Qwen3.5 inputs. Not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape runtime error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization in Transformers 5.0.0 is not the same as flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-quality reports with no shared code-path." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same trust_remote_code/custom-module cache collision leading to the wrong custom module being loaded; one is the root-cause report and the other is the manifested wrong-module load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights and translation-model tied-weights issues are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling on translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are not duplicates." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash on Qwen3.5 is unrelated to tied weights in translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and docs mention of removed run command are different documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Generic input_ids/inputs_embeds XOR validation messaging is broader than the T5 decoder-input validation bug; different scopes and fixes." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL SFT trainer is unrelated to GraniteMoEHybrid calling an invalid method." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted pair, issue:45632/issue:45698, is well supported by the titles and the stated cache-path/custom-module relationship, while the other soft-edge rejections do not overclaim from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:41553|issue:43881", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "23840281e09dd6df45095fcf78b273b25c325fcca411331aca03b4087e25d95b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many separate Transformers regressions around loading, tokenization, remote-code, quantization, and model-specific errors. Only a few soft edges look like true duplicates, mainly where the titles point to the exact same underlying contract/regression.", + "confidence": 0.73, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella for the cluster\u2019s repeated loading/tokenizer/remote-code regression reports, so it is the best single issue to anchor triage even though the cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most representative high-level issue in this set: it captures the recurring recent-version loading breakages that many nearby issues are variants of, making it the best global issue anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: DeepSeek-Coder detokenization vs Qwen3 NVFP4 load/runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete bugs and model behaviors; not the same underlying fix." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Doc example/model-processor mismatch and quantization failure vs SigLIP2 text embedding quality regression." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent buffer corruption regression in Transformers v5; 44534 is essentially the same bug restated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated trainer API change vs DeepSpeed ZeRO-3 Gemma3 loading error." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Different subsystems: remote-code AutoConfig field loss vs non-persistent buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/float8 incompatibility errors with different root causes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly references the same issue family." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/pathology: autocast dtype mismatch on Phi MoE vs Qwen3.5 3D position-id/attention issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but not the same concrete bug or fix scope." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs broad tokenizer-version change report; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Different SigLIP2 symptoms: unexpected zero probabilities vs worse text embeddings." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract problem returning a tensor instead of a plain int, causing downstream breakage." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve non-persistent buffers, but the second is about meta->to_empty materialization and uninitialized rotary state, which is a different bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a flash-attn crash from 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 complaints: degraded text embeddings vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training problems: LoRA gradient checkpointing vs int4 quantization memory growth/OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different Gemma4/Qwen3 issues with unrelated code paths and symptoms." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs Molmo attribute error; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model failing to load; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs early-stopping metric selection issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading reports with different root causes." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote-code loading, but one is a specific missing-fields AutoConfig bug and the other is a broad umbrella report; not clearly the same concrete defect." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory/training issues: LoRA checkpointing inefficiency vs Qwen3 MoE memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/loading failures: Gemma3 ZeRO-3 index error vs Qwen3 MoE FP8 config failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific loading errors with no shared bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing class vs bitsandbytes keyword-argument incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only load error vs unrelated GLM5 issue." + }, + { + "left": "issue:44910", + "right": "issue:44928", + "accept": true, + "reason": "Same underlying Qwen3.5 3D position_ids handling bug in attention; one manifests as flash-attn crash, the other as SDPA fallback/NaN instability." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being heterogeneous. The accepted soft edges are all plausible same-bug or same-regression families from the titles, and the rejected ones avoid overclaiming where the evidence only shows related symptoms rather than a shared fix." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:45488|issue:46489", + "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:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "d7fb8bfb06ae1482bfecc639a971bb33926295a634a898770c7f934f17109dd1", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36747, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster with only a few true duplicate-style pairs: docs cleanup around removed pipeline tasks, the `_is_hf_initialized`/`Int8Params` loading bug, and the repeated mask-shape mismatch issue. Most other pairs are only thematically related (loading, tokenizer, DeepSpeed, or model-family regressions) but do not look like the same concrete bug or mergeable fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest representative of the largest recurring theme in the cluster (recent-version remote_code/loading regressions), but the cluster is heterogeneous, so it should be treated as a loose anchor rather than a universal canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue representative because it is the most umbrella-like report, even though several nearby items are separate bugs rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS int histogram support vs device_map='auto' forward device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer backend crash and flash-attn fallback gating are different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regression vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs generic remote_code loading regression; different underlying failures." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device placement mismatch are distinct problems." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Branch-compatibility/LoRA loading issue vs a tie_word_embeddings warning; not a duplicate." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different missing-attribute failures during loading." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regression vs Kimi tokenizer codec/regression issue; separate fixes." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and performance paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Int8Params/_is_hf_initialized TypeError vs YOLO multi-GPU device_map failure; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping bug vs missing config_class on remote-code models; different issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: v5 removed these pipeline tasks, but the docs still reference them." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` / Int8Params loading bug when using init_empty_weights." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Pattern-similar tokenizer regressions, but not clearly the same concrete DeepSeek bug or fix." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weight bug vs non-persistent buffer corruption; different state-handling failures." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Similar training-loss double-shift wording, but the evidence does not show a single shared bugfix." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are remote-code related, but one is a loading regression and the other is a config_class attribute failure." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs `_torch_extract_fbank_features()` issue; different audio code paths." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "One is missing weight conversion, the other is gradient averaging under GAS; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing ineffective vs missing supports_gradient_checkpointing flag; related area, different defect." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature breakage vs tensor-mask shape mismatch; unrelated failures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed weight-loading complaints, but the concrete missing-weight causes differ." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures/checkpoints." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error message vs hard tokenizer load failure; not the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN / SDPA fallback problem vs flash_attention crash on s_aux=None; distinct failures." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a broad regression and the other is a specific StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor shape-mismatch indexing failure, just with different reported sizes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different topics: DeepSpeed training weight shape error vs void segmentation-map processing." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is broadly grounded, but I\u2019d reject because a few soft-edge accepts are too strong for the evidence in the packet. 43827/44509 and 43872/44291 are solid duplicate-style matches, but 45488/46489, 43940/45313, and 46894/46897 look only pattern-similar from the titles, not clearly the same bugfix or single PR-worthy issue. Given the packet\u2019s own deterministic_accept=false on those pairs, the verdicts should stay more conservative. The 45020 umbrella-canonical framing is also a bit overstated for a mixed cluster." + }, + "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": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43366|issue:43828", + "issue:41553|issue:44488", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:42915|issue:43957", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "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", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "40fa208b96e4260276337f38075fe08501cfab6e109445378f0894e6419f4551", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38359, + "estimated_input_tokens": 9590, + "estimated_eval_tokens": 19436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated reports; only three soft edges are strong enough to accept: 43645\u219443646, 38175\u219443994, and 45672\u219446899. The deepspeed/Zero-3 BertModel pair (43596\u219446515 and 43638\u219446515) is correctly rejected, not treated as a true duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "43646 is the broader, more general report of the Transformers 5 custom-model initialization regression; 43645 is the narrower Jupyter-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best anchor for the custom-model-init cluster because it describes the core regression without the notebook-specific framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes: Qwen3.5 PagedAttentionCache/linear_attention vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but they affect different architectures and concrete code paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but the models and symptoms differ; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF support issue vs sliding-window bug; no shared underlying fix." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Distinct regressions: Qwen2.5-VL rope scaling vs Qwen3_5Moe meta\u2192to_empty materialization." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "The BertModel Zero-3 IndexError is a specific training-time bug, not a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different pipelines and failures: AudioFlamingo3 batched leakage vs Whisper empty-transcription generation." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to the Float8 storage TypeError." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different code paths: FSDP2 shared_kv_states rebuild vs device_map=\"auto\" device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "BertModel Zero-3 IndexError is not the same as a broad torch version incompatibility report." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs meta-device loading breakage in different models." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for Qwen2.5-VL is unrelated to meta-device loading failures." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different symptoms and models: image-preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5 custom model initialization regression; 43645 is just the Jupyter-specific variant." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache behavior, but the concrete bugs are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs MPS histogram support for Int in MoE code." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel runtime issue is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different bugs: torch.compile+SDPA on Bamba vs flash-attention 3D position_ids on Qwen3.5." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration vs TRL SFT unpacking embeddings; different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 compiled flex_attention failure vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions, but in different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like/tokenizer mapping failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2-base-patch16-224 output regression: zero probabilities vs nonsensical results through AutoModel/pipeline." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs generic mask/index shape mismatch." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug class; both point to unsafe dtype handling in embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation issues, but for different models and without a shared code-path." + }, + { + "left": "issue:43638", + "right": "issue:44589", + "accept": false, + "reason": "BertModel Zero-3 IndexError is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility on hf5.x is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Model-addition/tokenizer-mapping failure is unrelated to the mask shape IndexError." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall conservatism is good, but the summary overstates the evidence by listing the deepspeed/Zero-3 BertModel IndexError as one of the true duplicate clusters. In the packet, both 43596\u219246515 and 43638\u219246515 are explicitly soft-rejected, so that pair should not be described as a true duplicate. The accepted pairs that are grounded are 43645\u219443646, 38175\u219443994, and 45672\u219446899." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "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: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:43854|issue:43931", + "issue:42491|issue:45292", + "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:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" + ], + "prepared_review_unit_hash": "5fff046314a9278d71c2d611cb435e47ccdf4f04eb05424eaa223a1026803144", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two reports of Transformers 5.0.0 filling non-persistent buffers with junk. The rest are related by topic or model family but describe different failures or code paths.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the clearest representative of the one confirmed duplicate pair, with a broad title that captures the shared regression and earlier report date.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best represents the cluster because it names the concrete regression directly and matches the accepted duplicate exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: dequantized model offload/load bug vs Strix Halo mmap OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but one is a zero-probability/model output bug and the other is a broken docs example with processor mismatch and quantization issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different model/code path and symptom: Qwen3 auto device-mapping cuda assert vs Qwen3MoE fine-grained FP8 failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3MoE FP8 training/loading issue vs Strix Halo mmap OOM workaround." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and mechanisms: Qwen3 MoE hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model families and failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different checkpoints, but the titles do not show the same concrete bug or shared code path." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different models and symptoms: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan OOM/shape errors." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is ignored dtype on multimodal loading and the other is stale config dtype after from_config." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same family, but different issues: ZeRO-3 load failure for language_model vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated: GraniteMoEHybrid invalid method call vs broken Nemotron example." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter/custom-model initialization problem." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the first is a broken documentation example and the second reports nonsensical model outputs; not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading paths." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different models and without evidence of the same underlying tokenizer bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: Qwen3 MoE training memory inefficiency vs quantization/offloading behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and distinct load failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model-specific resize_token_embeddings regressions." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training inefficiency and the other is int4 quantization causing reserved-memory OOM." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different training/optimization bugs with no shared concrete code path." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model-specific embedding propagation bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated: GLM5 issue vs quantized-model save/load regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load/init issues, but the concrete failures differ: extra_state handling vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Similar loss-shift pattern, but different model implementations; not clearly the same underlying bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and describe different incorrect behaviors." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API symptom, but different affected submodules and model implementations; not enough to treat as the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated failures in different components/models." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different root causes and error modes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Related to tokenizer/model loading, but one is vocab-size mismatch and the other is a model-load regression for a different checkpoint." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model families and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted soft edge (issue:43644 \u2194 issue:44534) is well supported by the near-identical titles. The other pairwise rejections are conservative and generally stick to differences visible in the issue titles. No obvious overstated duplicate 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": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:41720", + "issue:42175", + "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:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:42947|issue:45704", + "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:44155|issue:45823", + "issue:44387|issue:44756", + "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:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "e4233b2de85ab8ae5f65f7ae00ac780ada1a2fa1227468245cbce5283b0fd3ab", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer issues, with one small duplicate cluster around `resize_token_embeddings` not propagating to model output/decoder embeddings across Gemma4/T5Gemma variants.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45292 is the broadest, most generic report of the embedding-resize propagation bug and best serves as the umbrella duplicate target for the model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the clearest representative of the shared bug class: `resize_token_embeddings` updates are not reflected in downstream embeddings/output weights, with nearby issues describing the same failure in specific model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a Torch version compatibility complaint; the other is a meta-device loading regression affecting specific models. Different bugs and fixes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batch token/embedding leakage. Not the same code path." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv state error vs Qwen multimodal config unwrapping in `from_config`. Separate model-initialization problems." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are different model implementations and likely different missing tie-weight fixes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument breakage is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/quantization, but one is offloading behavior and the other is increased reserved memory under int4 quantization. Not the same defect." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug vs VideoPrism output field mismatch. Different output-structure issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility. Unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Distinct quantization/model-loading failures for different models and backends." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Same broad area of gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition. Different problems." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory is not the same as disabling mmap on Strix Halo." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading failure and Strix Halo mmap/OOM are different memory/loading regressions." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Gemma4 FSDP2 shared-kv-state error. Different model subsystems." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs broken example script. Related family, but not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying embedding-resize propagation bug; 45276 is a Gemma4-specific manifestation of 45292's generic issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for Qwen VL models vs strict config rejection for granite_speech. Different failures." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing prohibition vs RLHF NaN from 3D position_ids/SDPA fallback. Not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained `extra_state` handling is unrelated to the Strix Halo mmap issue." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are separate tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` is unrelated to Gemma4 FSDP2 shared state rebuilding." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model loading test failure for GLM-4.7-Flash vs Qwen3.5 save_pretrained regression. Different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is permissions propagation and the other is wrong module reloading. Not duplicates." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize-token-embedding propagation bug; 45335 is a T5Gemma-specific instance of the broader issue in 45292." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage is separate from `extra_state` save/load handling." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to meta-device loading regressions." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model-tokenizer loading issues; one is vocab/token placement, the other is loading a specific model in latest version." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression vs Trainer resume/max_steps miscalculation. Different functionality." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization error is unrelated to Strix Halo mmap/OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clear cluster is the resize_token_embeddings propagation issues around issue:45292, issue:45276, and issue:45335, and the rejection calls for the other soft pairs are appropriately cautious based on the titles alone. No evidence of overstated duplicate claims or mergeability issues." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "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:46899", + "issue:46901", + "issue:47050" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "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:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:39404|issue:44912", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43299|issue:43931", + "issue:44164|issue:46821", + "issue:43632|issue:47050", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "1efd394f368059374da1edb2ba6255643322031621577b41491ec2e07e0d9ba7", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37524, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and docs issues; the soft pairs are similar at a surface level but do not share the same concrete bug or fix path.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45701 is the broadest representative of the recurring tokenizer-regression theme in this set, with a title that most naturally covers version-dependent tokenization changes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most suitable global representative because it is broad, regression-oriented, and closest to the common symptom space across several other tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention a training-loss shift pattern, but they are model-specific reports with no evidence of the same shared code path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a general Torch 2.10 incompatibility report; the other is a torch.autocast dtype mismatch in Phi-tiny-MoE. Different failures." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids vs. a leading-space round-trip bug. Different tokenizer behaviors." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is unrelated to added-token lookup slowdown." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language failure is a pipeline behavior bug, not the same issue as general tokenization changes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and a template-node compilation TypeError are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is notebook-defined custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility is unrelated to YOLO multi-GPU device_map loading." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language and from_pretrained-inside-classes are distinct behaviors with different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "flex_attention compilation on torch>=2.9 is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "These are both compatibility-style reports, but they affect different models and different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models does not match a generic mask-shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they target different pipeline task deprecations and behavior changes." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong/incoherent model outputs for SigLIP2 are not the same as ModelOutput key assignment semantics." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures for torch_compilable_check are unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are separate tokenizer-loading bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Sinq save/load breakage and mistral_common continue_final_message behavior are different features." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 quantization fallback are different regressions." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Reproduction of a prior issue and a tokenizer message-continuation bug do not share the same underlying defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a Mistral regex patch crash and the other is a different model's tokenizer load failure." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device-map placement issues and Gemma4 multimodal 4-bit dtype-cast issues are related only by model family, not the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "A sequence-classification loss degeneracy is not the same as ASR training-loss double-shift behavior." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different resource problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3-VL weight-shape mismatch are separate loading failures." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and a TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Canine ONNX fp16 dtype mismatch are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "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:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897" + ], + "soft_pairs": [ + "issue:45479|issue:46897", + "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:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "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:43746|issue:46326" + ], + "prepared_review_unit_hash": "d4d5ee1970d314d415e63770e7f0a8bc930971981f762aa0a7d4d6be33932315", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with no PRs. The one audio-feature-extraction pair is only superficially related from titles/metadata, so it should not be merged as the same bug on the available evidence.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44206 is the clearest standalone issue in the audio-feature-extraction area, but the metadata is not strong enough to prove 44220 is the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "44206 is the best issue anchor because it names a concrete regression and failing path more clearly than 44220.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different bug classes: zero-loss classification vs Florence2 training double-shift." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they involve different models and no shared concrete code path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Repository tokenizer loading and Mistral regex-patching are separate tokenizer paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base-model-prefix loading breakage and non-persistent buffer junk are distinct regressions." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to tied lm_head weights in Mistral3." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Repository tokenizer.json handling and DeepSeek-Coder tokenizer output are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure mismatch and Sam3 text-encoder weight loading affect different model code paths." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to template-node compilation errors." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline issue and CamemBERT masked-LM predictions are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration failure and flex_attention compile regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code field loss and PagedAttentionCache group-type crash are different issues." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen offload incompatibility are separate device bugs." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid-group-type crash do not share a concrete fix." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures after updates, but they target different models and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on one model is unrelated to tokenizer post-processor update behavior." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm failure and non-template-node compile error are different failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting bug and multi-image IterableDataset finetuning failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer corruption is not the same concrete bug as generic custom model initialization breakage." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized regression are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "TensorFlow extra packaging and backend mapping validation are separate backend problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles both concern audio feature extraction, but 44206 is a specific unsupported-`center` regression while 44220 only names `_torch_extract_fbank_features()`; titles/metadata do not establish the same concrete code-path bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and notebook custom-model initialization are unrelated v5 regressions." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper skip_special_tokens decoding and empty-transcription generation after align_special_tokens are different behaviors." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Generic gguf_file from_pretrained breakage and Qwen2.5-GGUF loading failure are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned tokenizer-load failures, but the models and failure modes differ." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Compilation/template-node error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantized-load failure and GGUF model loading failure are different code paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading and mistral_common continue_final_message are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overview is mostly conservative, but it overstates the evidence for the one accepted pair. In the packet we only have titles and metadata for 44206/44220, which show related audio-feature-extraction symptoms, not a clearly established shared crash path or identical function-level bug. That makes the acceptance too assertive for the available evidence. The rest of the rejections are generally conservative, and there are no PRs to assess." + }, + "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": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:43883|issue:44488", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44464|issue:45987", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44008|issue:46899", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:43883|issue:44991", + "issue:43089|issue:45987", + "issue:43531|issue:44877", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "3f4061866955ef529d56ea59792d5b37e315679b2cebd471098b614684e5f766", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose mix of unrelated Transformers issues; there is no PR data. The closest thematic concentration is around v5 initialization/regression problems, but none of the soft edges look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43632 is the strongest anchor because it states a broad v5 initialization regression with a likely root-cause flag (`_is_hf_initialized`) that overlaps conceptually with several nearby initialization-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue for this cluster: broad, root-cause-oriented, and closer to the shared v5 regression theme than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262 \u2014 audio processor chat template defaults to 16kHz", + "right": "issue:43377 \u2014 MIMI encoder batched vs single outputs differ", + "accept": false, + "reason": "Both are audio-related, but one is about sampling-rate defaults and the other about padding-mask/batching behavior in a different model." + }, + { + "left": "issue:43208 \u2014 xLSTM bugs preventing training <7B", + "right": "issue:47013 \u2014 xLSTM train crash when return_last_states=False", + "accept": false, + "reason": "Same family, but the titles describe different defects and code paths; not the same underlying bug." + }, + { + "left": "issue:43883 \u2014 Molmo missing all_tied_weights_keys", + "right": "issue:44488 \u2014 cannot load cjvt/sleng-bert", + "accept": false, + "reason": "These are unrelated loading failures with different models and different failure modes." + }, + { + "left": "issue:43792 \u2014 whisper-large-v2 can't run", + "right": "issue:46869 \u2014 YOLO model failing on multi-GPU auto device map", + "accept": false, + "reason": "Different models, different execution paths, and different error types." + }, + { + "left": "issue:44403 \u2014 unnecessary noise when loading a transformer", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "One is cosmetic logging noise; the other is a tokenizer crash. Not the same bug." + }, + { + "left": "issue:43646 \u2014 Transformers 5.0.0 breaks custom model initialization", + "right": "issue:44534 \u2014 v5 fills non-persistent buffers with junk", + "accept": false, + "reason": "Both are v5 regressions, but they affect different mechanisms: custom init vs buffer state handling." + }, + { + "left": "issue:43645 \u2014 Jupyter notebook custom model init breaks in v5", + "right": "issue:46661 \u2014 AutoModel.from_pretrained remote-code config_class missing", + "accept": false, + "reason": "Both involve model loading/init, but the root causes and affected flows differ." + }, + { + "left": "issue:42915 \u2014 Qwen3Moe fails with FineGrainedFP8Config", + "right": "issue:45084 \u2014 Can't compile non template nodes", + "accept": false, + "reason": "Different subsystems: quantization/config handling versus compilation/template-node parsing." + }, + { + "left": "issue:44849 \u2014 Qwen3.5 output_hidden_states bug", + "right": "issue:45325 \u2014 Qwen2.5-VL still-image temporal position_ids scaled wrongly", + "accept": false, + "reason": "Different models and different bugs in output handling vs rope/position-id computation." + }, + { + "left": "issue:43377 \u2014 MIMI batching/padding-mask mismatch", + "right": "issue:43819 \u2014 DAC.from_latents mismatch with forward pass", + "accept": false, + "reason": "Similar symptom class, but different models and different implementation details; not the same underlying defect." + }, + { + "left": "issue:43404 \u2014 lm_head weight not tied in Mistral3ForConditionalGeneration", + "right": "issue:44466 \u2014 lm_head.weight serialization depends on device in v5", + "accept": false, + "reason": "Both touch tied weights, but one is a model-architecture tying bug and the other is serialization inconsistency." + }, + { + "left": "issue:44987 \u2014 transformers>=5.1.0 fails loading physical-intelligence/fast", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "Both are loading problems, but they target different components and causes." + }, + { + "left": "issue:28530 \u2014 early stopping needs metric_for_best_model but lacks eval_f1", + "right": "issue:34567 \u2014 num_input_tokens_seen not updating", + "accept": false, + "reason": "Completely different trainer-state behaviors with no shared failure mode." + }, + { + "left": "issue:43994 \u2014 siglip2 gives nonsensical AutoModel/pipeline results", + "right": "issue:44610 \u2014 OmDet-Turbo processor outputs 640px instead of 224px", + "accept": false, + "reason": "Both involve bad outputs, but one is model/pipeline behavior and the other is a processor image-size mismatch." + }, + { + "left": "issue:44464 \u2014 chunked generation inconsistent with compiled forward", + "right": "issue:45987 \u2014 StaticCache.get_seq_length returns Tensor instead of int", + "accept": false, + "reason": "Both are generation/cache-related, but the concrete bugs are different." + }, + { + "left": "issue:42915 \u2014 Qwen3Moe FineGrainedFP8Config failure", + "right": "issue:44291 \u2014 init_empty_weights passes unexpected _is_hf_initialized", + "accept": false, + "reason": "Different regression areas: FP8 quantization versus initialization API incompatibility." + }, + { + "left": "issue:44451 \u2014 latest version cannot load ScandiBERT", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "Both are model loading issues, but the models and causes are unrelated." + }, + { + "left": "issue:36032 \u2014 T5Tokenizer add_special_tokens method conflict", + "right": "issue:43742 \u2014 KeyError loading facebook/MobileLLM-125M", + "accept": false, + "reason": "Tokenizer/loading failures, but not the same bug or code path." + }, + { + "left": "issue:44008 \u2014 Gemma3n variable name collision in forward", + "right": "issue:46899 \u2014 Gemma4 multimodal 4-bit quantization dtype bug", + "accept": false, + "reason": "Same broader product area, but distinct bugs: name collision vs unsafe dtype casting." + }, + { + "left": "issue:44265 \u2014 torch.export fails with torch_compilable_check", + "right": "issue:44610 \u2014 OmDet-Turbo processor uses wrong image size", + "accept": false, + "reason": "Different layers entirely: export/compilation versus processor configuration." + }, + { + "left": "issue:44062 \u2014 AddedToken gets duplicate special kwarg", + "right": "issue:44991 \u2014 transformers>=5.0.0 fails loading tokenizer for est-roberta", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken constructor error and the other is a model-specific load failure." + }, + { + "left": "issue:43322 \u2014 segmentation fault loading Llava Next", + "right": "issue:43540 \u2014 ValueError processing video inputs in Qwen3OmniMoe", + "accept": false, + "reason": "Both are multimodal issues, but the failing models and failure modes are different." + }, + { + "left": "issue:44849 \u2014 Qwen3.5 output_hidden_states bug", + "right": "issue:45325 \u2014 Qwen2.5-VL rope index scales still-image positions", + "accept": false, + "reason": "Different models and separate bugs in hidden-state reporting vs position-id scaling." + }, + { + "left": "issue:44877 \u2014 strict config prevents granite_speech loading", + "right": "issue:46661 \u2014 remote-code model_class lacks config_class", + "accept": false, + "reason": "Both concern config handling, but one is strict config validation and the other is remote-code class metadata." + }, + { + "left": "issue:44987 \u2014 transformers>=5.1.0 fails loading physical-intelligence/fast", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "No shared root cause beyond both being loading regressions." + }, + { + "left": "issue:44488 \u2014 current version cannot load cjvt/sleng-bert", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "Different tokenizer/model failures with no concrete overlap." + }, + { + "left": "issue:44464 \u2014 chunked generation inconsistent with compiled forward", + "right": "issue:45987 \u2014 StaticCache.get_seq_length returns Tensor instead of int", + "accept": false, + "reason": "Both touch generation internals, but the bugs are not the same." + }, + { + "left": "issue:43089 \u2014 generation overhead from many GPU syncs", + "right": "issue:46821 \u2014 TimesFM window_size AttributeError", + "accept": false, + "reason": "Performance overhead versus an attribute error in a different model." + }, + { + "left": "issue:44589 \u2014 cannot find Float8_e4m3fnStorage", + "right": "issue:46869 \u2014 YOLO model failing on multi-GPU auto device map", + "accept": false, + "reason": "Unrelated runtime failures: storage-type lookup vs device-mapping assert." + }, + { + "left": "issue:43531 \u2014 sliding_window issue with Qwen3-MoE", + "right": "issue:44877 \u2014 strict config prevents granite_speech loading", + "accept": false, + "reason": "Different models and different failure types; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:43425|issue:44403", + "issue:44991|issue:46315", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:44291|issue:44589", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "edb86ed1f6feaaf002d2574da44be372f8a3bdf572dddc2621343fa9c629226c", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bug reports. I only see two likely duplicate mini-clusters: Qwen3.5 save_pretrained checkpoint regressions, and AutoTokenizer/tokenizer.json loading regressions. Everything else is just loosely related by model family or subsystem.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44462 is the most reusable root-cause report here: it describes the generic AutoTokenizer/tokenizer.json loading bug in a model-agnostic way, and it can naturally absorb the Granite-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Best anchor for triage because it states the underlying tokenizer-loading regression broadly rather than a single downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; the later report narrows the symptom to incorrect visual encoder keys, but the underlying bug appears shared." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: torch version compatibility vs. noisy model loading output." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is a loading failure and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning failure and the other is a rope/position_ids scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype problems, but they affect different models and different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: model loading with base_model_prefix vs. non-persistent buffer initialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs. compiled flex_attention on newer torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is about noisy loading logs, the other about tokenizer loading failure; not the same bug." + }, + { + "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." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated issues: tokenizer BPE-marker handling vs. PEFT adapter checkpoint loading." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Related only at a very high level; one is eval-mode checkpointing usage, the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: _is_hf_initialized handling vs. mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL-related, but multi-GPU training and multi-image finetuning are different problems." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs. missing Float8 storage type; no shared underlying code path is evident." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different models and symptoms: high perplexity vs. processor.batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different initialization failures: unexpected _is_hf_initialized argument vs. missing Float8 storage object." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures: Qwen2.5 GGUF/v5 compatibility vs. Llama4Config missing pad_token_id." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states bugs are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights/_is_hf_initialized errors." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "The first is a backend feature about updating post-processors; the second is a model-specific BOS/EOS addition bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different model families and failure sites: Qwen3 auto device mapping vs. Mistral tokenizer regex patching." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging/backends, but the dependency/install contexts and symptoms differ." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading compatibility and CLIPTokenizer model_max_length are unrelated bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions in different code paths: ModelOutput key handling vs. buffer initialization." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE training memory inefficiency are different issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Likely the same underlying AutoTokenizer/tokenizer.json regression; Granite wrong token IDs look like a concrete manifestation of the generic repository-loading bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init/loading regressions, but the titles indicate different failure modes and not one clear shared bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The summary sticks to the packet titles and only promotes two plausible duplicate clusters, which are both reasonably supported: Qwen3.5 save_pretrained regressions and AutoTokenizer/tokenizer.json regressions. The accepted soft pairs look defensible, and the rest of the verdicts err on the side of rejecting weakly related issues rather than overstating duplicates." + }, + "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": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "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", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:42175|issue:43296", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:41553|issue:43582", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43873|issue:45701", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "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" + ], + "prepared_review_unit_hash": "0810c5943c592c9896496184e80d0db492fb738b6de80cac54ecdd6a95f1562d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated issues across models, tokenization, quantization, device mapping, and docs. None of the soft-edge pairs are convincing duplicates of the same underlying bug/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:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they target different docs/examples and different models/tasks." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is about an install extra missing TensorFlow; the other is a PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batch/padding behavior, but they affect different models and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Library-internal regressions, but one is junk-filled non-persistent buffers and the other is ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but one is training with multiple images per prompt and the other is a video position-id regression." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and code paths: Video-LLaVA architecture/weights vs Sam3Model text encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated model families; one is Video-LLaVA internals, the other is Qwen3.5 save_pretrained key naming." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both touch multimodal indexing, but the models and concrete errors are different." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX implementation discrepancy while the other is a nonsensical AutoModel/pipeline result; not clearly the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image scaling and the other is video vision_position_ids." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern bad sequence-classification behavior, but one is tied to flash_attention_3 training and the other to num_labels=1/problem_type handling." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a config loading/tie failure and the other is serialization inconsistency by device." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: tokenizer loading error message vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different quantization/loading failures on different models; only loosely related by transformer version/quantization." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are load-time failures, but the causes are distinct: unexpected init_empty_weights arg vs strict config rejection." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changes across versions." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Device mismatch with CPU offload is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are regression/device issues, but one is Qwen video-input regression and the other is Gemma4 PLE device mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaults and PEFT checkpoint loading are different speech-model bugs." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different model/runtime failures: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice preset and progressive generation with cache/embeds are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A documentation example error for SigLIP2 is unrelated to Qwen2.5-VL finetuning with multiple images." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation are unrelated to export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=\"auto\", but they are different models with different concrete failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight-tying/generation corruption is unrelated to Bamba torch.compile SDPA failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "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:43606|issue:43819", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:46305|issue:46315", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43881|issue:44488", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "88906229a1dce95a01f7e632f346770424310edd81f596619e9fadb24d9bddf1", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose group of Transformers bug reports around loading/offloading, quantization, tokenizer regressions, model-specific failures, and a few training/runtime issues. The soft pairs are semantically related in broad subsystem terms, but they are not the same underlying bug and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set: offloading plus quantization/device-placement problems, with multiple related references and clear overlap with several nearby loading bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue for the cluster because it captures the shared theme of loading/offload/quantization regressions without overfitting to one model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both involve model loading/offload behavior, but one is a CPU-offload device mismatch for bark-small and the other is DAC.from_latents vs forward mismatch due to missing STE; different bugs and code paths." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Both mention Qwen3 and configuration/loading concerns, but one is about MOE weights not converting under accelerate+deepspeed while the other is a missing gradient_checkpointing flag on a trust_remote_code model; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral-3-8B-Instruct is unrelated to FP8 inference failure on B200 hardware." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens not adding BOS/EOS for a specific tokenizer, while the other is wrong token IDs across multiple models; different underlying failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are shape/consistency bugs in multimodal/audio-image processors, but one is a padding-mask batching issue in MIMI Encoder and the other is an OmDet-Turbo image-size mismatch; not duplicates." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Both concern windowing/offloading-style API behavior, but one is Gemma4 device mismatch with auto device map and the other is a TimesFM window_size AttributeError; separate models and failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head weight tying causing garbage generation is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Both are regression-style bugs involving window/token processing, but one is an off-by-one in MoonshineStreaming mask logic and the other is a tokenizer performance regression; not the same code-path bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset and ineffective gradient checkpointing with PEFT LoRA are distinct issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A generic 3d_parallel.py runtime failure and a Qwen3MoE fine-grained FP8 config failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve processor/input handling, but one is batched-vs-single output inconsistency from missing padding masks and the other is non-default-resolution Perceiver classification failure despite interpolate_pos_encoding=True; different model paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different configuration bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both relate to offloading/quantization, but one is dequantized model loading with device_map=auto on gpu+cpu offload and the other is a broader offloading-not-working report; related theme, not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and failures: weight tying in AyaVision versus packed-weight unpacking in BitNet loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage and non-persistent buffers being filled with junk are separate runtime/regression issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are different model-specific load problems." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault and sinq quantized model save/load breakage are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a device-mapping/runtime assertion issue, while Llava Next is a load-time segfault; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature regression and inability to run 3d_parallel.py are unrelated training/runtime issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3 and flash/device execution, but one is an auto device-mapping crash and the other is a flash-attention generation bug; not the same concrete defect." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM due to increased CUDA reserved memory is not the same as T5 silently using apex.FusedRMSNorm with a memory leak." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and Qwen3 MOE fine-grained FP8 loading failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different loading/configuration bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model/dataset is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization/tied-weight regressions in v5, but one is lm_head.weight serialization depending on device and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; different artifacts and fixes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched shape bug and version-dependent tokenization changes are separate regressions." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading in Sam3Model are related by model family but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and a generic 3d_parallel.py failure are different runtime problems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup failure are unrelated training-loop issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading instability is different from disabling mmap on Strix Halo to avoid OOM; the mechanism and fix differ." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45072", + "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:44186|issue:45072", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43881|issue:44991", + "issue:43526|issue:43883", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "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:43531|issue:43572", + "issue:44464|issue:46858", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44671|issue:44743", + "issue:45632|issue:45684" + ], + "prepared_review_unit_hash": "30fc4eb86a7bc25fc43469394d1b4649d6bce401ef9c6df92e71d68851cff178", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate-level cluster emerges here: the items span many unrelated bugs across trainers, tokenizers, generation, multimodal serving, quantization, and device/offload paths. All soft-edge candidates are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and failure modes: tokenizer/padding crash vs bfloat16 dtype mismatch." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is beam-search reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated bugs: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA in Bamba vs packed-weight unpacking during accelerate load." + }, + { + "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 version-dependent tokenization change." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: MoE MPS histogram kernel error vs TimesFM window_size attribute error." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Shared custom-model loading theme, but different defects: initialization breakage vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer-loading bugs affecting different models and root causes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different targets: GLM-4V loading failure vs tokenizer load failure for est-roberta." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-input issues, but one is tokenizer crashes and the other is processor output size mismatching the model." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs: compile/SDPA failure vs CPU-offload device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: GenerationMixin import error vs a 3d_parallel script runtime issue." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model-specific save/load bugs: tied lm_head weights vs wrong visual encoder keys." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/quantization, but one is FineGrainedFP8 on Qwen3Moe and the other is device_map/offload loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Similar image-size theme, but different models and mechanics: processor resolution mismatch vs interpolation failure." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Different areas: TimesFM window_size attribute access vs YOLO multi-GPU device_map loading." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache arithmetic, but one is serve KV-cache continuation indexing and the other is static-cache seq_length on non-CUDA compiled prefill." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but one is string-to() misuse and the other is a missing processor tokenizer attribute." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma issues: variable-name collision in forward vs device mismatch under auto device mapping." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism bugs: auto device mapping assert vs tensor-parallel failure in GPT-OSS MoE." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Completely different: early-stopping metric config vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config bugs: sliding_window behavior in Qwen3-MoE vs missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile, but one is inconsistent chunked outputs and the other is static-cache slice arithmetic from a device tensor." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different subsystems: MoE FP8 loading vs pipelines import failure due to kernels version/revision requirements." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to the A800 cudaErrorAssert in Qwen3 auto device mapping." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different defects: CamemBERT masked-LM regression vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both are custom-model file handling issues, but one is cache-path collision and the other is permissions propagation on save_pretrained." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44857", + "issue:44913", + "issue:45059", + "issue:45072", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44857|issue:47050", + "issue:44186|issue:44361", + "issue:44464|issue:47050", + "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:45859|issue:47050", + "issue:44387|issue:45701", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45072|issue:47050", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "a6b6d7ea88a416407d2b8353400f8b5092a6026326142d0d94b9e28335073e07", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the soft-edge pairs look like true duplicates; they mostly describe different models, different subsystems, or different failure modes. If one issue has to serve as the best canonical representative, issue 47050 is the most concrete single-code-path bug report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:47050 is the strongest canonical representative here because it describes a specific, reproducible dtype-mismatch failure in one code path (CanineModel fp16 ONNX export on CUDA) rather than a broad or multi-root report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47050 is the most actionable and narrowly scoped report in the set, making it the best anchor for triage among unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are CUDA/dtype failures, but they affect different models and different pipelines (AMP loss vs ONNX export attention)." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation/compiled forward is unrelated to ONNX export dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility and a TimesFM window_size AttributeError are unrelated bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API inconsistencies, but they concern different models and different fields." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection is unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and different failure classes (FP8 config error vs segmentation fault on load)." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS CLIP bus error is not the same as progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but they affect different model variants and different stages (video processing vs from_pretrained weight loading)." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Inconsistent slow/fast tokenizer behavior is not the same as the T5 add_special_tokens constructor conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are separate bugs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to a CanineModel ONNX dtype mismatch." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Memory growth under int4 quantization is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and from_pretrained behavior inside Python classes are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and text_config unwrapping in composite Qwen multimodal configs are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to tokenizer special-token registration." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both involve loading/tokenizer init, but the root causes are different: gguf_file handling vs Unigram expecting a sequence." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs about removed pipeline tasks are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device map cudaErrorAssert and PEFT-adapter checkpoint loading are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Device mismatch during CPU offload and unpacking packed weights during accelerate loading are different failure mechanisms." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash local path import warning is unrelated to undefined video-token helper functions." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "bfloat16 inference dtype mismatches across two models are not the same as a CanineModel fp16 ONNX export bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failures are different issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bounding-box behavior are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with cache embeddings are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window/sliding_window concepts, but they involve different models and different failure surfaces." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token registration 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": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:34634", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43644", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:45704|issue:45923", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:46032|issue:46463" + ], + "prepared_review_unit_hash": "f19daa392fd7b623f093934f7dbfd296b34be7e813e576691ab5b29bdc95e5d4", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with two real duplicate pairs: the offline HF_HUB_OFFLINE tokenizer regression (42886 \u2194 44843) and the Qwen2_5_VLProcessor batched `padding=False` crash (44514 \u2194 44545). The rest look like separate bugs in different models/code paths.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 44843 is the strongest representative for the offline tokenizer regression because it states the concrete failure and likely root cause (`model_info()` being called unconditionally), making it more actionable than the symptom-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the best cluster anchor because it is the clearest root-cause report for the offline tokenizer bug; 42886 is the closely related symptom report, but not a broader duplicate hub than the other pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different bugs: BEiT `reduce_labels` output shape vs a GLM-4V model loading failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated failures: BarkProcessor `voice_preset` handling vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input processing vs cache length tensor arithmetic in `_prefill`." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different issues: Qwen3-MoE `sliding_window` behavior vs a Float8 storage lookup/type error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: `from_config` unwrapping of composite Qwen configs vs CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are Qwen-related loading issues, but one is about wrong visual encoder keys on save and the other about missing text encoder weights on load." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different models and are likely separate root causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different model/config problems: optional `post_init` handling vs `num_labels` propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different failures: non-persistent buffers being filled with junk vs `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Separate bugs: loading `physical-intelligence/fast` vs PIL image processors wrongly requiring `torchvision`." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different root causes: `AddedToken(..., special=...)` argument duplication vs ScandiBERT load failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: Perceiver resolution/interpolation handling vs bf16 dtype mismatches in inference." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification config/labels, but one is propagation of `num_labels` in Qwen3.5 and the other is a generic zero-loss `problem_type` bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training behaviors: gradient checkpointing in eval mode vs a ZeRO-3 gradient growth regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but they are different models and different failure modes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated Qwen3.5 warning/config issue vs incorrect visual encoder keys on save." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence/loading bugs: PEFT adapters failing from local checkpoints vs quantized sinq models breaking after save/load." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different problems: CUDA assert in Qwen3 auto device mapping vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different regressions: SmolVLM video padding calculation vs FlashAttention2 long-context performance regression." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different issues: checkpointing/eval-mode restriction vs T5 apex memory leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different symptoms and code paths: Qwen3.5 embedding unpacking with TRL vs trainer evaluate-after-train failure." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer/config related, but one is runtime post-processor updates and the other is save/load of custom token IDs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer bug: loading from cache fails under `HF_HUB_OFFLINE=1`, and 44843 pinpoints the unconditional `model_info()` call causing it." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: T5/apex memory leak vs missing `supports_gradient_checkpointing` on a trust-remote-code model." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different Qwen/Nemotron model-config issues with no shared failing code path." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading/offloading problems: local checkpoint loading for PEFT adapters vs quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different failures: SigLIP2 wrong outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different bugs: Mamba2Mixer cache misuse vs T5 decoder-input validation error message." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one claim is a bit overstated: saying 44843 has the \"broadest duplicate value\" is not supported by the packet. The evidence only clearly shows it as the cleaner root-cause report for the offline tokenizer bug, not that it has broader duplicate coverage than the other duplicate pair. The soft-edge verdicts themselves look conservative and reasonable." + }, + "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": 18, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "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:39692|issue:43493", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:43421|issue:44186", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:45987|issue:46829", + "issue:43540|issue:46294", + "issue:43550|issue:44361", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44008|issue:46858", + "issue:45987|issue:46932", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:44488|issue:47020", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "3d5e27c89bf88a970488b425d528b1043cb539025fa0b5ab9fb81a066d3c0e5b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37974, + "estimated_input_tokens": 9494, + "estimated_eval_tokens": 19244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, vision/video, cache, config, and performance bugs. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "Issue #43873 is the broadest, most actively discussed open report in the set, so it is the best anchor for this otherwise unrelated cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the strongest engagement and a regression-style description, making it the most representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a doc/example failure and the other is an implementation discrepancy; different bugs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is a backend post-processor update issue and the other is a BigBirdTokenizer registration bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different subsystems and failures: image segmentation processing vs a GenerationMixin import error." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL models and different failure modes; no clear shared bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one crashes in regex patching while the other is a tokenizer regression with codec handling/warning behavior." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache behavior, but they are different code paths and symptoms: stale indexer cache vs seq_length return-type arithmetic." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different areas entirely: tokenizer regression vs a repository API forwarding issue." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but the failure modes are different and not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/implementation issues are unrelated to the quantization/offloading regression." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different internals; no plausible shared fix." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-loading/processing issues, but they affect different models and different failure paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token handling and BitNet weight unpacking are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are model output/forward problems, but they concern different architectures and different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to config save/load token ID loss." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "A cache length contract bug and a video classification output-field bug are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs in Qwen models, but the symptoms and APIs differ enough that they do not look like one bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different models and different failures; no common code-path evidence." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer loading issues, but one is an AddedToken constructor error and the other is a specific model load failure." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel initialization and audio fbank extraction are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve from_pretrained/model loading, but the reported regressions are different and not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA device-mapping assert and tokenizer loading for a specific model are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer mapping-name handling are different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-size handling are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processing for void segmentation maps is unrelated to a Trainer compute_loss signature regression." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision and static-cache seq_length return type are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Cache seq_length contract and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-specific architecture complaints, but they affect different models and different implementation areas." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output attentions regression and RT-DETR output differences are unrelated model bugs." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load failures, but the root causes differ: one model cannot load and the other passes the wrong type to Unigram." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals and different runtime failures; not a duplicate pair." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:47020" + ], + "soft_pairs": [ + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45183|issue:45479", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:44991|issue:47020", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:44805|issue:44936" + ], + "prepared_review_unit_hash": "38eaa58609d78fb073c39625e6054bb576e3bc86b554712547d6dcc34d2844f9", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated Transformers issues; the soft matches are largely thematic rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so all are rejected. The broadest representative issue is the remote_code regression report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the broadest cross-cutting report in the set, covering a class of remote_code regressions rather than a single model-specific bug, so it is the best umbrella canonical issue among these mostly unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative cluster anchor because it is broad, user-facing, and plausibly subsumes adjacent remote_code/config-loading breakages more naturally than the narrower model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading behavior, but one is missing fields with trust_remote_code and the other is strict config rejecting granite_speech; different failure modes and code paths." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No meaningful overlap beyond being generic runtime failures; one is AutoImageProcessor-from-URL loading, the other is a template compilation TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and problems: SigLIP2 docs/model-processor mismatch vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal/video-ish, but the actual bugs differ completely: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask name collision." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and outputs (Pegasus generation vs CamemBERT masked LM)." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging for input_ids/inputs_embeds is separate from the zero-loss single-label classification bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault loading Llava Next models and an MPS histogram Int-type error in moe are different code paths and failure types." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the titles indicate different tokenizers and different root causes; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime regressions, but one is junk non-persistent buffers and the other is FSDP CPU RAM-efficient loading; not the same fix." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch under CPU offload for Bark is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are distinct problems." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both touch special-token behavior, but one is runtime post-processor updates and the other is Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "issue:45020 is a broad umbrella for remote_code regressions, while issue:44561 names one specific root cause; they overlap in theme but not the same concrete bug/change." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and importing pipelines with kernels v0.15 are different dependency/loading failures." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated multimodal bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype staying float32 and Video-LLaVA missing temporal attention/share-weight issues are different model-loading defects." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to dtype mismatches in other models." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup and stale config.dtype after from_config(dtype=...) are distinct dtype/utility problems." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics truncation of tuple labels and Mamba2Mixer use_cache correctness are different bugs with different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An incorrect pipeline error message about translation support is not the same as SigLIP2 nonsensical outputs in AutoModel/pipeline." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video feature/token mismatch and T5 decoder input validation messaging are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Index mask-shape mismatch and trainer.evaluate failing after train are separate training/runtime 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": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "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:43906|issue:46209", + "issue:36010|issue:43645" + ], + "prepared_review_unit_hash": "c1b39bace777b6dee28f9d2918d679c4ec7a3d0a851551f7ea31c4c43dcc5095", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35824, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct regressions across unrelated model, tokenizer, loading, and processor code paths. I did not find a convincing duplicate pair. The broadest issue in the set is the remote_code regression report, but it is not a true umbrella for the rest.", + "confidence": 0.34, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest, most central regression report in this set and the best single issue to keep visible, but it does not duplicate the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and failure modes: dtype mismatch in Mistral-3 preprocessing vs an audio_mel_mask attribute collision in Gemma3n forward." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen-related, but one is a load-time weight shape mismatch and the other is a tensor-parallel planning/OOM issue; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video-input failures for different Qwen models, but the concrete problems differ: one is a ValueError in Qwen3OmniMoe, the other wrong vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is about an extra space after added tokens while the other is a broader slow/fast tokenizer inconsistency; not enough to treat as the same defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Completely different code paths: image processor size mismatch vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights passing an unexpected argument; different regressions." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to dtype mismatch problems in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model usage, but the failure contexts differ: Jupyter notebook model definition/init vs from_pretrained inside Python classes." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about the v5 pipeline removal era, but one is an incorrect error message and the other is stale documentation; not the same underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to a general tokenization-change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 float32 dtype retention and Apple Silicon caching_allocator_warmup TypeError are unrelated issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and symptoms: BarkProcessor voice_preset vs Trainer compute_loss signature mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a massive one-hot position-embedding memory issue and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but one is over-padding and the other is an incorrect patch-count calculation; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP model structure inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and CUDA AMP crash in LwDetrImageLoss are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common/generation flows, but one is an import error for ReasoningEffort 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 backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "KeyError loading MobileLLM is a specific model-loading bug, not the broad remote_code regression reported in 45020." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an earlier issue and an FP8 inference failure on B200 are not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and custom-model-in-notebook breakage are different loading/import regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 21, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46291" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:44060|issue:44368", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042" + ], + "prepared_review_unit_hash": "93161c8f3e9de1f12545a9063d86d833bf82926ce107ba99bc87c5d92c584709", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the pairs span unrelated bugs in training, loading, quantization, multimodal/video, audio, and packaging. I don\u2019t see a single underlying duplicate thread that would justify merging any pair.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failure modes: BEiT label reduction bug vs RTDetrV2 output divergence." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Both touch Qwen3-MoE, but one is accelerate/deepspeed loading/conversion and the other is a multimodal token-counting video-branch bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the unexpected num_items_in_batch kwarg in compute_loss()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but gguf_file breaks from_pretrained flows while EMBEDDIA/est-roberta is a tokenizer-specific v5 regression." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different components: Mistral tokenizer regex patch crashes in tokenizer internals, while Gemma4Processor lacks _tokenizer in serve." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different lifecycle bugs: deepspeed ZeRO3/non-pretrained Bert index error vs trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tie-word-embeddings warnings, but they affect different models and setups, not the same code-path defect." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency problems, but one is missing TensorFlow in the torch extra and the other is kernels import requiring version/revision." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents vs forward-pass mismatch is a model computation bug, while DiaConfig loses custom token IDs across save/load." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error is unrelated to CLIPTokenizer using an absurd model_max_length value." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token-counting undefined variables are unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT reduce_labels bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE loading with accelerate + deepspeed." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading issues, but one drops fields with trust_remote_code and the other fails to unwrap text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors and gpt-oss MXFP4 quantization fallback are separate problems." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but int4 quantization reserved-memory growth and Sam3Video CUDA OOM are not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE load/convert failure is unrelated to Qwen3-VL weight-shape mismatch on model load." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper variables are unrelated to batched video processor shape errors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "These are both video-related, but one is a token-counting helper bug and the other is a broad v5.3.0 video input regression across several models." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure is unrelated to MobileLLM key errors when loading facebook/MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to GPT-oss-20b producing high perplexity on WikiText-2." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized mismatch is unrelated to PIL image processors requiring torchvision." + } + ] + }, + "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": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:33357|issue:34567", + "issue:43697|issue:45357", + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45081|issue:47020", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869", + "issue:44936|issue:46821" + ], + "prepared_review_unit_hash": "cb9e79a650e605f756bf122263826dd3db3dee2e76500741e7a88517a3fad970", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35325, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues across tokenizers, model loading, training, cache, and packaging. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45081 is the clearest, most actionable bug report in the set: it names a specific tokenizer-loading code path, gives a concrete exception, and is well-scoped for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the strongest standalone issue to keep as the representative example because it is concrete, reproducible, and narrowly defined.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about lazy cache initialization causing recompilation and the other about max_cache_length only applying to Quantized Cache; different defects." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve bad exception handling, but they affect different functions and different failure modes; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Unrelated issues: one is a vague data request, the other is a reproduction of a specific upstream bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and symptoms: FP8 config failure vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counting are unrelated code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/loading, but one is FSDP RAM-efficient loading and the other is mmap/OOM on Strix Halo; not the same root cause." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and pipelines; the failures are not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is unrelated to kernels dependency requirements during pipeline import." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch and Bart generate() UnboundLocalError are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizers and distinct behaviors." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model in >=5.1.0 and CLIPTokenizer max_length handling are separate bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is about tied lm_head weights; the other is about dtype propagation in Blip2 loading." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading failures, but one is a missing PyTorch dependency error and the other is a version-specific model loading regression." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch incompatibility and kernels import requirements are different dependency issues with different failure points." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading and TrainerState token accounting are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regression surfaces: RTDetrV2 output differences vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR bugs: AMP/CUDA loss crash vs forward type error when feature levels exceed backbone outputs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weight tying, but one is a missing tie in model construction and the other is model collapse after LoRA merge with extended vocab." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging/install issue and missing export/import issue are not the same defect." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash and XLMRobertaTokenizer Unigram constructor error involve different tokenizer implementations and failures." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch dependency ImportError and LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure and CLIPTokenizer max_length issue do not share the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression across models and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length default and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError affect different APIs and 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": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44568|issue:45488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43716|issue:46701", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "03256b278eb183587d9a3f99428992a35f8cb040f10e1be1ed51a3baf6c29f5b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35830, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated transformer regressions and loading errors. The Qwen video-position pair should be treated conservatively: related theme, but not enough evidence here to call it the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45488 is still the strongest canonical issue candidate: it is open, actively discussed, and describes a concrete tokenizer regression with broader user impact than the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best issue to anchor the cluster because it is the most active, broadly representative, and user-visible regression in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading failures, but the failure modes and code paths differ (`KeyError` for MobileLLM vs `_is_hf_initialized` in `init_empty_weights`)." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but they point to different bugs and models; not the same concrete regression." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Training/DeepSpeed weight-shape error vs tokenizer consistency issue; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug, the other a broad tokenization change; different symptoms and causes." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading bug vs Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different advanced-loading paths (`FineGrainedFP8Config` vs FSDP CPU RAM-efficient loading); not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is a Blip2 weight/QFormer dtype mismatch while the other is stale config dtype after `from_config`; distinct issues." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention support vs missing PyTorch import; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related runtime failures, but one is auto device mapping/cuda assert and the other is video-input processing in Qwen3OmniMoe." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen multimodal models and different failure signatures; too far apart to treat as one bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading regression vs a hub API forwarding bug; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure for a specific checkpoint; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-position regressions, but this packet only supports title-level similarity; there is not enough evidence to conclude the same underlying bug or code path." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video paths, but they affect different model families and likely different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different symptoms; not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count state not updating vs custom `compute_loss` signature change; related to training internals but not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for mDeBERTa and the other is LlamaTokenizer pre-tokenizer override for DeepSeek; distinct causes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model init with `init_empty_weights` vs loading `AutoImageProcessor` from URL; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures and different operations (test generation vs loading a checkpoint); not duplicate." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed vs RoPE layer count mismatch in Smollm3; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer bugs, but one is AddedToken argument handling and the other is Mistral regex patching; different root causes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor dependency regression vs tokenizer regex crash; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-time errors, but the specific failure mechanisms and affected components differ." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm model bugs with unrelated mechanisms; not mergeable into one fix." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/positioning, but one is Smollm3 RoPE-layer count and the other is Qwen2.5-VL temporal position scaling; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs image-processor URL loading failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal dtype/pipeline issues with no shared concrete code path." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version pinning vs stale auto-mapping config references; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is not conservative enough: you accepted issue:44479 vs issue:45381 even though the packet\u2019s deterministic label is false. The titles suggest related video-position bugs, but the packet does not provide enough evidence to treat them as the same underlying bug. Please keep that pair rejected or qualify it much more narrowly." + }, + "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": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:44568|issue:46491", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:46463|issue:46899", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43697|issue:45216", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "4b0843a259d52e3d663245f2b488289aaf8878bfdb629fca6d85400608a3565f", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35909, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; the only plausible duplicate pair is the v5 tied-weights/save_pretrained serialization regression. All other soft pairs are different models, different code paths, or different failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44466 is the clearest anchor for the tied-weights regression: it describes the concrete v5 serialization failure and the device-dependent lm_head.weight behavior directly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the strongest representative issue because it is specific about the failing save_pretrained path and generalizes better than the more domain-specific translation-model report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug vs T5 decoder-input validation message; unrelated symptoms and code paths." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is leading-space round-trip loss; different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map/PLE mismatch is unrelated to T5 decoder-input validation." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and different inference paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit quantization problems, but one is a uint8 torch.finfo crash and the other is a bitsandbytes skip-module assertion." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-dimension error is unrelated to Bart generate() unbound variable error." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Reproduction of an old issue and broken Nemotron example are different problems." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is num_labels propagation and the other is strict config loading for granite_speech." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "General gguf_file loading breakage and a specific model load failure are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError and missing TP plan entries are different sharding/training failures." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different output-shape/output-field problems." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation error message is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope parameters, but one is reload persistence and the other is a JSON list type error in validation utility." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to single-label-classification zero-loss behavior." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual-encoder keys on save_pretrained is unrelated to wrong token IDs from AutoTokenizer." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint save regression are different models and code paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue is unrelated to T5 decoder-input validation." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is trust_remote_code AutoConfig loading and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict parsing." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both report the same v5 tied-weights/save_pretrained regression affecting lm_head serialization; one is the broader symptom, the other a concrete translation-model case." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load IndexError and trainer.evaluate() after train() are different failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id unexpected keys and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted soft pair, issue:44466 vs issue:45005, is well-supported by the titles as the same v5 tied-weights / save_pretrained serialization regression, with 44466 as the broader anchor. The other pair verdicts stay conservative and do not overstate similarity from 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": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "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:44361", + "issue:44442", + "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:38175|issue:43295", + "issue:43452|issue:44843", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43761|issue:46829", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43531|issue:43742", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:29159|issue:33357", + "issue:45542|issue:46178", + "issue:43653|issue:44568", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:42898|issue:46491", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:44821|issue:46821" + ], + "prepared_review_unit_hash": "d9539a1102b76dd4533ad356ce6c9ee018e3e0298516aa5d0b5a822893f79f51", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of tokenizer, model-loading, and forward-pass regressions. The soft candidate pairs mostly share broad subsystems but not the same concrete bug, so I rejected all of them.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set and is the most reasonable umbrella representative for the tokenizer-related complaints here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most cluster-representative issue: it is broad, regression-oriented, and closer to the common tokenizer theme than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different models and failure modes: zero probabilities in SigLIP vs processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading, but one is gguf handling for model/tokenizer load and the other is an offline-mode Mistral regex patch issue." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer load errors, but they target different tokenizer classes and likely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError are unrelated bugs." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one omits them in CLIPVisionModel and the other mislabels outputs in VideoPrism classification." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Completely different areas: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-model inference problems, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "One is a Gemma/mistral_common import regression; the other is a Windows/ROCm torch.distributed dependency issue." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are DETR loss crashes, but the specific losses and root causes differ." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE sliding_window behavior vs MobileLLM loading KeyError." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 dtype casting are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different models and code paths: config pad_token_id missing vs DiffusionGemma pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer access in custom model code and the other is Kimi-K2.5 codec/reg-ex handling." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Generic tokenizer inconsistency vs a MacOS bus error in CLIP model loading; not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend availability, but tensorboard-without-TF and tensorflow_text backend mapping are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but the affected tokenizers and symptoms differ." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is not a tokenization regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different failures." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer loading and Sam3 text encoder weights missing are separate model-specific issues." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior changes, but clean_up_tokenization_spaces and CodeLlama leading-space stripping are different regressions." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both relate to generation/state handling, but the compiled-forward chunking issue is not the same as Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching and EMBEDDIA tokenizer load failure are different tokenizer-loading bugs." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model families and output-shape bugs; no shared concrete code path." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBird and save/load token-id loss in DiaConfig are different tokenization/config bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models and Qwen3.5 num_labels propagation are not the same change." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError 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": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "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:33666|issue:36010", + "issue:44484|issue:44704", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43262|issue:43295", + "issue:33666|issue:36331", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:44514|issue:45290", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43643|issue:44561", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "8b7ac29e49a8c17a8b2291c68ba384b2ab987a947fe96318ffb8ab66bf278b2d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues: training API breakages, config/load regressions, model-specific generation bugs, and performance/device-mapping problems. None of the soft pairs looks like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43611 is the broadest cross-cutting regression in the set (v5 loading breakage around base_model_prefix) and is the closest thing to a representative anchor, but the overall cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best representative issue because it has the widest blast radius and is a clear version-wide regression, unlike the other highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are different failures in different subsystems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question and an AutoProcessor kwargs forwarding bug are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are different root causes." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as a Qwen2-VL multi-GPU training issue." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepSeekV3/DeepseekV3MoE divergence affect different model math paths." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve is a different bug from beam-search cache reorder skipping." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention generation correctness and a long-context FA2 performance regression are not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and compiled-forward chunked-generation inconsistency are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is a different failure mode from Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure are separate model bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit pretrained preset loading and BitNet packed-weight unpacking are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure and FA2 long-context performance regression do not share a concrete bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings on mixed-length batches and classification-head NaNs after checkout/init are different symptoms and likely causes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor.tokenizer/image-handling regression are distinct processor bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a Trainer compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "A broad v5 loading regression is not the same as Qwen3.5 tensor-parallel plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated model/runtime problems." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-id persistence are different serialization/config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is batched padding=False handling and the other is tool-call messages with no content; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark and DiaConfig token-id loss are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model image-size mismatch are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available; different breakages." + }, + { + "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 shape but not the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure and a not-yet-released peft version bump are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError on tasks are different problems." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different model/runtime failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness issue and a Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq quantized save/load 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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "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:46209|issue:46710", + "issue:44849|issue:46209", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44568|issue:45812", + "issue:33357|issue:33666", + "issue:44488|issue:44843", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:46821|issue:46832", + "issue:45245|issue:46710", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653" + ], + 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"best_issue_reason": "Issue 45812 is the most generally useful issue to keep as the representative report: it is specific, high-impact, and describes a clear regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs. MacOS CLIP bus error; different symptoms, models, and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both concern loading models, but one is a gguf/from_pretrained breakage and the other is a specific BERT model compatibility problem." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue vs. ignored return_tensors handling; not the same code path." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs. Qwen3.5 flash-attention generation; unrelated 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"right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression vs. serialization of lm_head.weight; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer-related, but one is BOS/EOS insertion for mDeBERTa and the other is DeepSeek-Coder output correctness; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype mismatch vs. resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors; no evidence they share a single root cause." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP vs. Qwen2-VL multi-GPU training request; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure vs. offline-mode regression in Mistral regex patch; different triggers." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure vs. PEFT minimum-version bump; no shared underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token ID loss in DiaConfig vs. MLukeTokenizer AttributeError; different components." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states bug vs. incorrect visual encoder keys on save_pretrained; unrelated Qwen3.5 issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a missing class vs. float8 storage type lookup failure; unrelated runtime failures." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM vs. PEFT version pinning issue; not the same problem." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "AttributeError in TimesFM vs. RT-DETR forward TypeError; different model-specific failures." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category cardinality runtime limit vs. accuracy regression after upgrade; no common root cause." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field after 5.0 update vs. unexpected init argument with init_empty_weights; both version-related but distinct bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL vs. incorrect unwrap of text_config in composite multimodal configs; related area, but different defects." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field prevents BEiT loading vs. CPU offload device mismatch in bark-small; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs. flash_attn key error on Python 3.13; different compatibility problems." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-field regressions, but they affect different models and fields; not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE conversion/loading path vs. Qwen3VL MOE model loading/import path; related family, but different breakages." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings vs. CLIP text-model structure inconsistency; different model families and failures." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained loading with a legacy field vs. BigBirdTokenizer special-token registration/empty decode bug; 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": 28, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43606", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + 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"issue:44977|issue:46701", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44423|issue:44734", + "issue:44977|issue:46710", + "issue:37428|issue:43957" + ], + "prepared_review_unit_hash": "beafc55f5dded26c8c51e716734783f271c8afc01892e9be5a9329e513e1ebab", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34904, + "estimated_input_tokens": 8726, + "estimated_eval_tokens": 17708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab-bag of unrelated transformer/model bugs (tokenization, loading, quantization, device mapping, attention, serving). None of the proposed soft pairs look like the same underlying defect or fix.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue here, so it is the best representative anchor if one is needed; however, this cluster does not contain a true duplicate issue group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative single issue in the set because it is broad, active, and has the most inbound references; it is still only a loose thematic anchor, not a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernel registration error and the other is a tensor-parallel plan/OOM issue; different code paths and fixes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different models and failure modes: CPU offload device mismatch vs a stale GraniteSpeech CI test." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch in inference; the other is an RT-DETR backbone/feature-level shape issue." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked compiled generation inconsistency and cache max length handling are related to generation, but they are not the same bug or fix." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading runtime behavior vs broken save_pretrained/from_pretrained serialization; distinct problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training is unrelated to a model load failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output correctness and unexpected position-id keys are different symptoms with different likely causes." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are unrelated model-specific issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-chat-template crash affect different tokenizer utilities and code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux handling is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only token-type defaults and Gemma4 multi-GPU OOM are different bugs, not one shared fix." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one 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tokenizer/training concerns." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and SAM3-litetext memory overflow are only loosely model-related, not the same defect." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probability outputs are unrelated issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are different concerns." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model/code-path problems." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume checkpoint key mismatch are different kinds of bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are both serve-related, but not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation issue in Qwen3.5 and DeepSeek regression after upgrade are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import error and meta-device loading breakage are separate compatibility/loading 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": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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: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:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:43295|issue:43450", + "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:43550|issue:43844", + "issue:45200|issue:45823", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:44521|issue:45290", + "issue:44554|issue:45356", + "issue:43295|issue:43493", + "issue:45381|issue:46209", + "issue:42915|issue:43824", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "65faf0d68474511ce5730f61b37f35903cf9979c96762d22c737bea74731b135", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated issues across tokenization, generation, multimodal processors, import paths, quantization, and dtype/device behavior. None of the soft pairs look like the same underlying bug, and there are no PRs to consolidate.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue; the cluster spans many unrelated failures, so there is no single underlying bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the soft edges are all false positives across different subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and rope-validation TypeError are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video-shape bug; different code paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 inference dtype mismatch is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less crash and `AutoModelForCausalLM` text_config unwrapping are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batching crash vs `return_tensors` being ignored; different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig `pad_token_idx` regression is unrelated to TimesFM `window_size` AttributeError." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device mismatch and `return_tensors`/`text_kwargs` handling are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression vs OmDet input-size mismatch; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba SDPA `torch.compile` failure is unrelated to ZeRO-3 gradient inflation." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting `mm_token_type_ids` to zeros is different from Gemma4 PLE device placement." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 `flash_attn` import KeyError and TensorFlow Text backend mapping error are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video-shape bug and Qwen2-57B TP OOM are not the same problem." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart `generate()` decoder mask error and Flash Attention 2 test failures are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad token index and a model load failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-attention helper import vs Qwen2.5-VL class import error; different symbols and causes." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to Qwen3.5 `output_hidden_states` behavior." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to `return_tensors` handling." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local model warning and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero multimodal assistant masks and tool-call/no-content crashes are distinct chat-template bugs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention value-head dim bug and Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 JAX parity discrepancy are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are distinct." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights and LoRA merge collapse are not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU tensor creation bug and CohereASR double-shift loss bug are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Extra tokenizer spacing after added tokens and post-init reinitialization of output embeddings are different behaviors." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek Coder detokenization regression do not share a concrete cause." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage 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": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43452|issue:46512", + "issue:43653|issue:44112", + "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:45200|issue:45325", + "issue:43819|issue:44112", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357" + ], + "prepared_review_unit_hash": "d6701344f6ad445a83cb9624f26376f91fdfb7c6e8549c9d0e438a1a0e5494c4", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37087, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, processors, cache paths, docs, and environment failures. I don\u2019t see any soft edge that looks like the same underlying bug/change, so no pair should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "#43950 is the broadest core regression in the set (a generic `from_pretrained()` load-path corruption issue) and is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the most globally useful issue to anchor the cluster because it describes a cross-cutting, high-impact regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different failure modes: GGUF loading vs stale `config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs CI stale device-override test; unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat template sampling-rate default vs batched video processor output shape; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model loading/structure, but one is a generic buffer-corruption regression and the other is CLIP text-model API inconsistency." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing), but different model configs and separate fixes." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only multimodal token IDs vs Gemma4 4-bit quantized embedder dtype casting; distinct bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure vs save/tokenization failure in a different model family." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Input-token defaults vs quantized vision/audio embedder casting; same model family but different underlying defect." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling vs RT-DETR memory-release behavior; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different processor bugs: label reduction vs `return_tensors` being ignored." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale `num_return_sequences` warning in paged generate; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal issues: Gemma4 token-type defaults vs Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch vs CI stale device-override test; not the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime failures, but one is auto device mapping on A800 and the other is FP8 inference on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config construction bug vs Bamba torch.compile/SDPA failure; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing utility helpers, but they are different symbols with different breakages and fixes." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues about pipelines, but they concern different APIs and regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision-model bugs: processor input size mismatch vs AMP crash in loss computation." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one drops elements in metric gathering while the other reduces labels incorrectly in an image processor." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch vs feature-length helper arithmetic; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model problems: float16 AMP crash vs missing auxiliary losses." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale `config.dtype` vs `window_size` attribute error; different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor arg validation vs Whisper empty-transcription generation failure; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 zero-probabilities issue vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping bug vs CLIP text-model structural inconsistency; different code paths." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache configuration coverage issue vs static-cache seq-length tensor arithmetic bug; distinct defects." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config bug vs BigBird tokenizer special-token registration bug; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Specific import error for `_flash_supports_window_size` vs a broad torch-version incompatibility report; not the same change or bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing ImportError vs MacOS bus error loading a CLIP model; completely different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "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:46431|issue:46566", + "issue:39692|issue:43526", + "issue:43720|issue:44112", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:44206|issue:45823" + ], + "prepared_review_unit_hash": "c034b1a8432e9bc54ca1c647d7268a11d3c4aa2f2d4e27d7404a2162d3eb8a2d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft links are false positives across unrelated model-specific regressions. The only clear duplicate pair is issue:45310 / issue:45478, which report the same Qwen3.5 MoE from_pretrained failure with identical wording.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report of the exact-match duplicate pair with the same title and broader inbound context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this set: it is a clean exact duplicate target, while the rest of the pairings are mostly unrelated near-matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are failures, but one is Flash Attention 2 test breakage and the other is a Trainer broadcast NoneType error; different bugs and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both mention v5/loading behavior, but one is about base_model_prefix loading and the other about lm_head.weight serialization; not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Completely different model families and failures: SwitchTransformers sparse layer config vs BEiT legacy field loading." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python parsing/import issue in DebertaV2 vs a qwen3_omni_moe helper behavior issue; unrelated code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a torch.compile/SDPA failure for Bamba, the other is a CI test stale device override in GraniteSpeech; not duplicates." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/runtime environments and root causes: flash_attn lookup on Python 3.13 vs torch.distributed dependency on Windows ROCm." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is recurrent state reset in modular_qwen3_5; different models and mechanisms." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one is tool-call/tokenize crash and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different symbols (_flash_supports_window_size vs HybridCache); no shared underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template issues, but one crashes on batched padding=False input and the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers configuration bug and D-FINE auxiliary-loss bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config and GraniteSpeech CI stale device override are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to a pipeline translation-task error message regression." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error-message clarity vs Trainer GPU broadcast NoneType failure." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are attention/offload related, but one is flash_attention.py s_aux handling and the other is Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning for local paths is unrelated to GLM-4.7 Flash model loading failures in tests." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different failure modes: Llama 3.2 Vision loading regression vs output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents/STE mismatch and unexpected position-id keys are unrelated bugs." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is missing chat template support, the other is weights left on meta with device_map='auto'; different loading paths." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and GraniteSpeech CI stale override are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to the LwDetrImageLoss AMP float16 crash." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained regression; these are clear duplicates." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4-v5 tokenizer/model regressions, but they affect different models and distinct behaviors." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to unexpected position-id key errors." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and FineWeb SLM training not starting are different training issues." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug and GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: LaserFeatureExtractor center-arg regression vs Gemma4 PLE device mismatch during forward." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet. The duplicate pair issue:45310 / issue:45478 is an exact title match and the earlier issue is correctly chosen as canonical. The soft-edge rejects are appropriately conservative and the reasons generally track the issue titles without overstating 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": 32, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44977", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46697", + "issue:46858", + "issue:47000" + ], + "soft_pairs": [ + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45290|issue:46655", + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:46421|issue:46858" + ], + "prepared_review_unit_hash": "721f7b298fb8d315920a105884e95dacc29c608aa9ccc5119c0c6bad715a646b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy set of mostly unrelated Transformers bug reports. The soft-similarity pairs are false positives: they share broad subsystems at most, but not the same concrete bug or fix path. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the strongest standalone report: it describes a broad tokenizer regression affecting multiple model families and has the highest signal for a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best cluster anchor overall because it is the most broadly impactful and well-supported issue in an otherwise heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Different failure modes: LoRA/extended-vocab collapse vs category-count overflow; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "One is a CUDA OOM report, the other is an image padding bug in Swin2SR; unrelated code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and multimodal token-length helper behavior are distinct issues." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling vs a missing import_utils availability symbol are separate bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast of NoneType and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are different problems." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but they are different models and different failure mechanisms; not mergeable as one fix." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are distinct inference/model-loading issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model loading are different code paths." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash-Attn test failures and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are separate multimodal bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder mask bug and distributed broadcast NoneType error are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure do not describe the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and undefined video-branch helpers are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template crashes and video padding miscalculation are both multimodal, but not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/indentation failure and a missing decorator on rotary-pos-emb registration are not the same fix." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models and return_tensors being ignored are different tokenizer behaviors." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generation-time BART bug and a DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing import symbol and packaging/backend selection under pip extras are distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image fine-tuning failure and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and multi-GPU OOM in Gemma4 are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype change and gradient-checkpointing-in-eval-mode are separate behaviors." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Lazy cache recompilation with chunked prefill and device-tensor seq_length arithmetic on non-CUDA backends are different cache issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43065", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "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" + ], + "soft_pairs": [ + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:44568|issue:45491", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:44561|issue:44779", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:45198|issue:45803", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "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:43653|issue:44442", + "issue:45372|issue:45588", + "issue:43065|issue:43994" + ], + "prepared_review_unit_hash": "2f8f3431bcd11095f513da10e6f01dfb8b296bf0eb90c7f74d21d467d6d6dd6d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the suggested soft pairs mostly share broad ecosystem terms (quantization, generation, tokenizer, model loading) but not the same concrete bug or fix path. No pair looks safe to merge as a duplicate, and there is no true cluster-wide canonical duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43873 is the closest thing to a cluster anchor because it is relatively central/active, but it is not a real umbrella duplicate for the rest of these unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best issue only as a triage anchor; it has the strongest centrality, but the surrounding issues do not describe the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/offloading themes, but one is quantization offloading behavior and the other is Gemma4 multi-GPU OOM; different symptom and code path." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning vs quantization/offloading failure; unrelated behaviors." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python/version compatibility issue vs DeepSeekV3 implementation divergence; not the same defect." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus generation output drift and the other is lm_head serialization/tied-weights behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs trainer broadcast NoneType error; entirely different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings with sliding-window attention; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attention generation failure; different models and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counting not updating; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a utility breaking trust_remote_code vs Deepseek tokenizer regression; separate breakages." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP model loading vs SigLIP2 documentation example issues; not the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash vs Gemma4 device-map mismatch; both Gemma4-adjacent but distinct code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures vs a bare-except bug in Fuyu tensor conversion; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/evaluate dtype mismatch vs tensor-parallel OOM on Qwen2-57B; different issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM; both are GPU issues but not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression vs stale num_return_sequences warning in paged generate; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Wav2Vec2 save/tokenization failure; different tokenizers and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage vs rope-parameter dict conversion TypeError; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute error vs Wav2Vec2 save/tokenization failures; not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate unbound variable vs Llama 3.2 vision model-loading breakage; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs Qwen3_5 recurrent-state reset with cache; different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Laser feature extractor center-arg regression vs Qwen multimodal video-input regression; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs image processor void-segmentation-map handling; both test regressions but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; both quantization-related but different operations." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence; different models and implementations." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token bug vs AutoTokenizer failing to load a speech tokenizer; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import error vs flash-attention s_aux=None crash; same model family, different failure layers." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 pixel-decoder dummy Conv2d vs SigLIP2 nonsensical outputs with AutoModel/pipeline; 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": 34, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43824", + "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:45250", + "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:46640", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:45372|issue:45406", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44857|issue:45588", + "issue:43526|issue:44186", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "91bf480a175a9a7d9c0e7281ba90f02a60e942a624a931cec22cf9cec159c0be", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "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 cluster is highly heterogeneous: most items are unrelated model-specific bugs, and the soft pairs look like similarity false positives rather than true duplicates. There is no strong single duplicate set, but the Flash Attention 2 performance-regression issue is the closest thing to a representative anchor.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must anchor the cluster, #46693 is the most concrete and discussion-heavy FA2-related bug; the rest of the items mostly do not describe the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46693 is the most actionable representative among the mostly disconnected entries because it states a specific failure mode and code-path context, unlike the very generic FA2 titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: a dummy Conv2d placeholder in Sam3PixelDecoder vs an RT-DETR memory-leak/deallocation issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: executorch export guards/erfinv support vs flash_attention handling of s_aux=None." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: torch.export with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/attention, but one is a Gemma3 NaN correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Completely different models and symptoms: LayoutLMv3 error messaging vs a MacOS bus error with CLIP." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on loading a large Qwen model is not the same issue as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality RuntimeError is unrelated to a stale generate() warning." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval are different behaviors in different subsystems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes does not match token-embedding reinit after resize." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import dependency failure and the other is a missing attribute in serve." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 inference nonsense and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaNs." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor serve crash and DiffusionGemma image-text pipeline failure are different concrete issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a leak on deletion and the other is an overflow when calling sam3-litetext." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as ignoring tokenizer.json during AutoTokenizer loading." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import failure from mistral_common is unrelated to protobuf-error masking in tokenizer code." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Large-model TP OOM and int4 quantization reserved-memory regression are different memory problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "reduce_labels behavior is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import symbol is not the same as a generic dependency issue." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error messaging." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 inference errors do not match sam3-litetext memory overflow." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/deepspeed OOM and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "These are separate issues: optimizer OOM vs model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer padding/NER crashes are different components." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 titles, but there is no evidence they describe the same concrete bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 35, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43749|issue:43931" + ], + "prepared_review_unit_hash": "aa53702bc564a29006aec3be94490b3d81f1964ca564666f85c5e53a8ed06d00", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35128, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but distinct transformer bug reports. The soft links are driven by shared terms like config, loading, offload, vision/video, and model families, but the underlying code paths and fixes differ enough that none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest and most central item here: it is open, has the most discussion/inbound references, and concerns a widely impactful offloading/quantization regression rather than a narrow model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue for the cluster because it has the highest engagement and the most general user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different failures: missing pad_token_id on Qwen3-VL config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated regressions: rope validation TypeError vs missing decorator for apply_rotary_pos_emb registration." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths: gradient checkpointing in eval mode vs offloading with quantization." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "One is a flash_attention sink-less crash on s_aux=None; the other is a TimesFM window_size attribute error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding handling and the other is video position ids/rope indexing." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom model init breakage is broader and different from patchtsmixer post_init policy." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count RuntimeError are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and symptoms: CLIPVision hidden_states regression vs Qwen3_5Moe rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor sample-rate default mismatch is unrelated to LasrFeatureExtractor passing an unsupported center arg." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different tokenizer/model loading problem for FastSpeech2ConformerTokenizer vs Perceiver interpolation failure on non-default resolution." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning for trailing-slash local model paths is unrelated to Qwen3.5 recurrent state handling." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency issue and missing import_utils helper are not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to tokenizer loading failure." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to BART generate() decoder_attention_mask assignment error." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are separate config-model mismatches." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are different model-specific issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Swin2SR over-padding are different preprocessing/model bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading regression does not match Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Torch.jit parser IndentationError on Python 3.13 is unrelated to DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and GPTNeoX rotary_pct reload regression are distinct config serialization issues." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is a different loading path than Qwen3-VL weight shape mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 36, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:43931|issue:45216", + "issue:43761|issue:44079", + "issue:43701|issue:46506", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:42907|issue:45698", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45803|issue:46365" + ], + "prepared_review_unit_hash": "74470f264836aa2d03c32d8ceda8bf0af05b206df288c2d75ab7be30c865915a", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36304, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster, but the ModelOutput/output-field bug class appears in more than one issue: #44079 is the generic key-assignment report, and #43761 plus #46829 are concrete downstream misassignment/field-confusion symptoms. So this is better described as one small output-container subcluster plus many unrelated reports, not a one-off singleton.", + "confidence": 0.71, + "canonical_issue_reason": "#44079 is still the clearest canonical issue because it states the underlying generic ModelOutput key-assignment defect directly, while #43761 and #46829 read as model-specific symptoms of that same output-field confusion.", + "canonical_pr_reason": null, + "best_issue_reason": "#44079 is the best cluster representative because it captures the broad root-cause bug class rather than a single model\u2019s manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes: a transformers>=5.1.0 loading regression vs a missing tensorflow_text backend mapping." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Unrelated paths: local dataset loading in a training script vs model config recognition/loading." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation state handling after sync_gpus is not the same bug as gather_for_metrics truncating tuple labels." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except in Fuyu tensor conversion are separate issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen/VL model loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": true, + "reason": "Yes: CLIPVisionModel returning hidden_states=None fits the same ModelOutput key-assignment bug class described by #44079." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are different problems." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "ModelOutput assignment is unrelated to torch.compile attention branching." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field confusion and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py launch failure and tensor-parallel OOM are different distributed-runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA behavior is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and config/key loading errors are distinct load-time failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support and NoneType broadcast errors are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are separate failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch in the environment." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both are serialization-adjacent, but dequantized save/load breakage is not the same bug as wrong custom-module loading." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a misleading pipeline error message are different issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question is unrelated to the transformers.onnx import error." + }, + { + "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": "Gemma eos_token configuration mismatch is unrelated to Whisper empty-transcription generation failures." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 version/revision requirements are different dependency issues." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation, but incorrect outputs and spurious recompilation are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer junk in v5 are separate release regressions." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom model initialization breakage and GPTNeoX rotary_pct reload reversion are different configuration bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading issues are different from an unrecognized config missing model_type." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu's bare except swallowing errors is unrelated to Trainer import failure triggered by datasets." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main conclusion is a bit too strong. While the 43761\u219444079 pairing is plausible from the titles, the summary says this is the *only* issue that shares the ModelOutput bug class; issue:46829 also looks like the same kind of output-field misassignment problem (`hidden_states`/`last_hidden_state` confusion). So the cluster is not quite as clearly one-off/heterogeneous as summarized, and the evidence supports a more cautious statement." + }, + "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": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:45542|issue:46234", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "4ab173e85904a4c9fe837933de0f7f2814e45a11f5c9d600ae8b16e2b8fc52f3", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35156, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No single duplicate cluster emerges here: the soft pairs are mostly broad textual matches across unrelated models, processors, cache paths, and training bugs. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs and fixes, so treating any one as the cluster representative would be misleading.", + "canonical_pr_reason": "No PRs are present in the provided cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not one underlying problem; if forced, any choice would be arbitrary.", + "best_pr_reason": "No PRs are present in the provided cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a Janus image-generation test failure are unrelated bugs with different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is a tied lm_head weight bug in Mistral3; the other is a Flash Attention support error in Ministral-3." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss gating and ASR training-loss double-shift are different loss-calculation bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "A local trust_remote_code cache-path collision is unrelated to max_cache_length handling in quantized cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and SAM3 LiteText memory overflow are different model-specific problems." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "These are different multimodal processor crashes with different inputs and failure points." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same issue as a video OOM in Sam3Video." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend install handling and a missing import_utils symbol are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu is unrelated to the Windows ROCm torch.distributed import issue." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The noisy/unclear ADD THE DATA report is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading, but one is a legacy field in BEiT presets and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generate-images test failure and stale Sam3LiteText auto_mappings references are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation failure and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA vocab merge collapse with tied embeddings is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific Flash Attention 2 unsupported error is not the same as a generic FA2 issue report." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing and recurrent states resetting with cache are both cache-related but distinct failures." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute are different SAM/video bugs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Gather-for-metrics label dropping and auxiliary loss normalization are separate training bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and rotary_pct not preserved on reload are different serialization/config issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and a trailing-slash import warning are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading are not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "A Python 3.13 parser/IndentationError and an s_aux=None flash_attention crash are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 38, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "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:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:43673|issue:46421", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44242|issue:46897", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:43854|issue:44792", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "dcc1bf1ccb3d630333028bddd485eff93f98d3aa606f7eda08ffc7c6392da45a", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the cluster is heterogeneous, spanning unrelated model bugs, config issues, docs regressions, and runtime crashes. If a single representative issue is needed, #47013 is the strongest anchor, but not a duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "No safe canonical duplicate target: the items do not share one underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "#47013 is the best representative issue: it is open, concrete, and has multiple inbound references with a clear failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype problems in different model paths; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash vs RT-DETR forward type error; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit vs cache-length tensor arithmetic; different failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Cache path collision vs FileNotFoundError loading from cache; not the same root cause." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-prefill cache missing vs lazy-init recompilation; related theme, different bug." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Head-dim config validation vs image over-padding; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs reference cleanup vs bad SigLIP2 outputs; not the same issue." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Decoder attention mask UnboundLocalError vs embedding reinit on resize; different code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape load mismatch vs incorrect tied-weights warning; different problems." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk vs rotary_pct reload regression; not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Flash Attention 2 support issue; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug vs Python 3.13 IndentationError; different failures." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss vs Florence2 double-shift training bug; not the same code path." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import error vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy change vs strict config loading failure; different issues." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong vision_position_ids vs SAM3 memory overflow; unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning bug vs empty-transcription generation crash; different behavior." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model crash vs local dataset loading script failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device-mapping cuda assert vs category-cardinality limit; different bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in pixel decoder vs processor/model input-size mismatch; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression vs KV-cache continuation crash in serve; different paths." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention auxiliary-state crash vs xLSTM unpacking bare tensor; unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but in different models with different causes." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Wrong video position ids vs incorrect video padding calculation; different processor bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Model-loading unit-test failure vs Janus image-generation test failure; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example problems vs local dataset loading script issue; different areas." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44464", + "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:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:45290|issue:46752", + "issue:44112|issue:45600", + "issue:45276|issue:45584", + "issue:43526|issue:46697", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:43673|issue:46858", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "8dea7f4e9846c196f9b8249c0fe043b5069b8a86cd7a6ed73bb3c0a3567faa34", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated Transformers issues; the soft-similarity pairs share broad themes but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical duplicate stands out; if one issue must represent the cluster, issue 44521 is the most active and well-scoped report with the strongest discussion/inbound reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5/save_pretrained behavior, but they describe different failures: LoRA+extended-vocab collapse vs incorrect visual encoder keys." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation, but one is about inconsistent outputs with compiled forward while the other is a stale warning in paged generate; different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve resizing/token embeddings, but the regressions are different: processor/tokenizer access breakage vs Gemma4 embeddings not updating." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer complaints, but they target different tokenizer regressions and likely need different fixes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template related, but one is assistant_masks for multimodal inputs and the other is video vision_position_ids." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API area, but not the same bug: tool-call assistant messages with no content vs empty-input IndexError." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures from unrelated causes: stale device-override test vs auto_mappings referencing removed configs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings bug and Whisper empty-transcription failure are unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: label reduction returns one label vs over-padding divisible images." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting and Bart generate decoder mask assignment are unrelated bugs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository/client issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor placement bug and Fuyu broad exception handling are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different dependency problems." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is missing GenerationMixin cache in chunked_prefill and the other is a device-tensor arithmetic bug in _prefill." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading problems, but they concern different mechanisms: trust_remote_code field loss vs unrecognized model_type." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both involve model loading, but one is a unit-test load failure for GLM-4.7-Flash and the other is Phi-4 multimodal loading." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same failure." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: model loading failure vs CI breakage from stale auto_mappings references." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and output-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both are utility/API export issues, but the missing cache path collision and missing falcon_mamba availability helper are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale CI device override test and model-loading regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package dependency/backend composition issue and generic dependency issue are too broad and not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportErrors, but they expose different missing symbols from different modules." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization bug are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both concern Qwen3.5-style save/load behavior, but one is tied to lm_head weight tying and the other to saved checkpoint correctness." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import failures, but for different missing names and unrelated modules." + } + ] + }, + "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": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "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:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43650|issue:44220", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44521|issue:46693", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:46123|issue:46369", + "issue:45335|issue:45584", + "issue:44327|issue:46752" + ], + "prepared_review_unit_hash": "f5381e3e152c860f845d564285f0d10f50721af7ed1ddcdb74f826c2a2f17441", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35951, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports with only loose topical overlap in a few multimodal/cache/flex-attention areas. I would keep issue 44521 as the representative issue, but I do not see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44521 is the strongest representative: it is open, well-discussed, has inbound references, and describes a concrete core multimodal bug with clear reproduction and impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best anchor for the cluster because it is the most active and actionable report, while the rest of the items are largely disjoint regressions or doc/test issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation bugs: Llama head_dim rules vs rope key parsing from JSON lists." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated areas: Qwen3-MoE sliding window behavior vs removed Sam3LiteText auto-mappings." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different failures: position_ids buffer access vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup bug vs a notebook syntax error; not the same change." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is a missing GenerationMixin cache in chunked prefill and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Separate regressions: processor/tokenizer image handling vs t5gemma resize_token_embeddings propagation." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in warmup vs Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different helper bug vs cross-device numerical mismatch; no shared concrete code path." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support issue vs loading a specific model failing; unrelated root causes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax fix vs audio feature extraction error; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model auto-detection failure vs PIL image processor dependency issue; different subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug vs ANSI escape output in loading_report; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for return_all_scores." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs behavior mismatch vs unrecognized-model config loading; separate issues." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but save/dequantization failure is distinct from FlashAttention inference failure." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but compiled kernel failure and AuxRequest import/version guard are separate fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No overlap beyond being issues; unrelated requests/data text vs fbank feature extraction." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Model recognition failure vs composite multimodal config unwrapping; different code paths." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache-length config semantics; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but Ministral-3 FlashAttention failure and sink-less s_aux=None crash are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression vs dependency issue; too broad and not the same concrete problem." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Both are generation-related, but assistant_masks bug and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and different code paths." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Dependency issue with transformers vs torch 2.4.1 incompatibility; separate root causes." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs affecting different models and fields." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batch-finalization bug vs memory overflow in sam3-litetext; unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation and Whisper empty transcription are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA top-k bounds crash vs empty-chat-template IndexError; different failure modes and 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": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:44279", + "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:43299|issue:45216", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:39692|issue:43901", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:44466|issue:45276", + "issue:43299|issue:45357", + "issue:43381|issue:47000", + "issue:43650|issue:46209", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:43441|issue:45834" + ], + "prepared_review_unit_hash": "51f7c456b3292e6334eac0dad2810a586373bab38156bc9839b2b2560abd5350", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36468, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; none of the soft pairs look like the same concrete bug/change, so I rejected them all. I used issue:43299 as the best anchor only because it is a clear regression report with a specific, reproducible loading failure.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43299 is a clear regression-style bug report with concrete symptoms and version context, and is the most actionable standalone anchor in this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 has the strongest bug-report quality among the issues here: specific failure mode, explicit regression framing, and a well-defined code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen/Qwen-like regression wording, but one is a processor/tokenizer loading issue and the other is incorrect save_pretrained key serialization; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "One is a general dependency problem with transformers, the other is a PEFT minimum-version bump issue; unrelated causes and fixes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and failures: processor.tokenizer/image-handling regression vs Deepseek tokenization output regression." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug versus a vague data request; not the same underlying issue." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline API/docs mismatch." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation around head_dim is unrelated to a Qwen3.5 kernel-registration crash." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments being ignored is a training-optimizer bug; the other is a config warning about tie_word_embeddings." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained key serialization are different bugs in different models." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error may be one symptom, but the second issue is a broad collection of import failures; not the same concrete defect." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor selection and remote_code breakage are separate loading paths." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased PEFT dependency are unrelated release issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialized lm_head.weight depends on device versus resize_token_embeddings not propagating in Gemma4; different behaviors and fixes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "One is a processor/tokenizer access regression and the other is incorrect visual-encoder key saving; both Qwen3.5-related but not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated training/runtime problems." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder/data request is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off is different from Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 PLE device placement are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Processor/tokenizer regression for custom model code is unrelated to GLM-4.7-Flash loading failures in tests." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex-patch crash are different tokenizer-loading bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlexAttention compilation on torch>=2.9 is unrelated to a tensorboard/TensorFlow backend packaging issue." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention auxiliary-state crash and RTDetrLoss cost-matrix infeasibility are different model-path failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4 pad_token_id absence are separate config bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer.step calls; different defects." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated repository/API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input indexing 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": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "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:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44297|issue:45397" + ], + "prepared_review_unit_hash": "0e5750a3167d698f63ddd20e9008f5d3269add33f1d2273def5cfa1e1e8443de", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36410, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose embedding match across unrelated Transformers issues; I did not find any soft-edge pair that clearly describes the same underlying bug or change.", + "confidence": 0.74, + "canonical_issue_reason": "No true canonical duplicate anchor stands out because the issues span different subsystems; if one must be chosen, 46851 is the closest concrete anchor due to its reproducible position_ids regression and stronger issue signal than the more generic reports.", + "canonical_pr_reason": null, + "best_issue_reason": "46851 is the strongest standalone issue: it has a clear model-specific repro, a concrete failure mode, and the most direct path to a fix among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color handling in loading_report is unrelated to Qwen3.5 position_ids behavior." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models on offloaded devices are different code paths and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing artifacts is unrelated to the data-filtering slowdown regression." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3.5, but CPU-offload rotary embedding compatibility is a different bug from variable-length position_ids handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to Gemma 4 processor loading and ReasoningEffort import issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "A q_a_layernorm RMS epsilon precision issue is not the same as a torch.split return-value bug in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing save_pretrained files and a Zero3 from_pretrained load failure are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version incompatibility are unrelated setup issues." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are both maintenance problems, but not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs drift is unrelated to intermittent import-time performance." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM output regression and Deepseek tokenizer misbehavior are separate model/tokenizer bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to CLIPVisionModel hidden_states being None." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing pad_token_id attribute on Llama4Config is not the same as a glm-4v-9b load failure." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are different failures with different model surfaces." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Ministral tokenizer BPE handling and FlashAttention failure are both model-family issues but not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crashes are unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Physical-Intelligence model loading failure is unrelated to the TensorFlow/tensorboard backend mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a specific config class is not the same as trust_remote_code dropping fields from AutoConfig." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output and a wrong docstring are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage type and a Qwen3.5 chat crash are not the same issue." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling for images while the other is Qwen3.5 variable-length input handling." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding math and AutoProcessor backend detection are separate processor issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "A kernels dependency/version import failure is different from a Qwen3.5 rotary-pos-emb registration crash." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports and an unrecognized model/config error are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3_omni_moe feature-length computation is a different position_ids bug than Qwen3.5 variable-length inputs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly and Gemma-4 Zero3 loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "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:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43540|issue:46752", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:46614|issue:46665", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:42491|issue:43299", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "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:44451|issue:46752", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003" + ], + "prepared_review_unit_hash": "4778a3de040f2e179206f63364615df55af71d46f4cee2ad5c94fa808bd8dc38", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35999, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import/export regressions, several unrelated Qwen/MoE model-loading issues, tokenizer/pipeline bugs, and a few utility/test complaints. None of the soft pairs look like the same underlying bug or change, so I\u2019d keep them separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:42491 is the strongest anchor in the set: it is the most substantial and best-discussed item, and it matches the recurring Qwen3 MoE version-compatibility theme better than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42491 is the best single issue to represent the cluster only in the sense that it is the broadest and most central of the qwen-related regressions; it is not a true duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Both are import failures, but one is a missing image-processor symbol and the other is a Python-version compatibility problem; different root causes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both involve import-time backend issues, but one is a missing nn symbol in sentence-transformers and the other is a TensorFlow/tensorboard backend error." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but different code paths: kernel registration/decorator failure versus variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Completely different areas: xdist file-race in testing utils versus a stale generate() warning." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different features and failures: Qwen3OmniMoe video input processing versus empty chat-template input handling." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated bugs in different subsystems: BEiT image label reduction versus sys.modules access in modeling_utils." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Docstring/annotation parsing crash versus Qwen3.5 kernel registration failure; no shared code path." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and symptoms: dtype mismatch in inference versus wrong tensor returned in output dataclass." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer backend caching bug versus inconsistent from_pretrained behavior inside Python classes; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to gemma-4 ZeRO3 from_pretrained behavior." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-related, but one is a sliding_window bug in Qwen3-MoE and the other is a chat-loading crash in Qwen3.5." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink handling and variable-length position_ids are different failures in different paths." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing loss computation and Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/version changes, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE loading regression; not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting bug versus GLM-5 RoPE implementation discussion; no shared underlying issue." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Sys.modules access bug and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary loss behavior, but they affect different models and different mechanisms." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are separate concerns." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different models, platforms, and failure modes: torch.compile/SDPA crash versus CPU/CUDA output mismatch." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression versus embedding resize propagation bug; different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and symbols, so they are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import-name regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for a pipeline option versus a low-level sys.modules access bug." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to empty chat-template handling." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and a DeepSpeed ZeRO3 deque error are different loader failures." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline misrouting to image processors is unrelated to fbank feature extraction." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processors, but they are different models and different bugs: input-processing ValueError versus bad padding calculation." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access 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": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "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:43262|issue:44246", + "issue:44479|issue:46655", + "issue:45003|issue:45561", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "033e9db7f60bd7cf3f70e9d6883adb9502fc384aa0531f31767521c576000777", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across models, processors, training, logging, and performance. None of the soft pairs looks like the same underlying defect, so no merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical issue stands out because the items are not duplicates of one another; if forced to anchor the cluster, issue 45561 is the most actionable report due to its clear reproduction and discussion history.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45561 is the best single anchor only because it is a well-scoped, reproducible bug with inbound references and active discussion, but it does not represent the rest of the mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen 3.5 multimodal config handling, but one is a missing config field under strict deserialization while the other is AutoModelForCausalLM.from_config not unwrapping text_config; different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import-time slowness in transformers." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and failures: Qwen video regression vs SmolVLM padding calculation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and an xdist race on captured_info.txt are separate bugs in different subsystems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is not the same as a slowdown after upgrading transformers." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5, but CPU-offload rotary embedding incompatibility and a missing decorator for kernel registration are different concrete bugs." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to RTDetrLoss crashing from an infeasible cost matrix." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated failures." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "A missing Sam3VisionEncoderOutput attribute is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor.tokenizer/image handling regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A missing Qwen2_5_VLImageProcessor import and a DeepSpeed/BertModel index error are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization depending on device is not the same as t5gemma resize_token_embeddings failing to update decoder.embed_tokens." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in processor.save_pretrained and AutoProcessor's backend-missing error are different save/load problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but one blocks granite_speech loading while the other silently drops a missing Qwen3_5MoeVisionConfig field; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off is unrelated to LWDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels returning only one label is unrelated to Florence2's training-loss double-shift bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe/transformers 5 issue is not the same as CPU-vs-CUDA differences in PPDocLayoutV3." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure with transformers>=5.1.0 and protobuf error masking are different bugs." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() unboundlocalerror and MLFlow job-status reporting are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class handling and Qwen3.5 variable-length position_ids are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for NemotronH is not the same as the generic Flash Attention 2.0 item." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated despite both being training/preprocessing bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "An incorrect tied-weights warning and a patchtsmixer post_init policy change are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tied-embeddings warnings and Qwen3.5 flash-attention generation failure are different concrete issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and ESM2 breakage 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": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "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:46832", + "issue:46858", + "issue:47020", + "issue:47068" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:45412|issue:46123", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:45593|issue:47068", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132" + ], + "prepared_review_unit_hash": "7539dcd3f3f1a188afe6bd15332580a6bb5c633d562c47cd922aa327b2999505", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are mostly broad thematic overlaps rather than the same concrete bug or change. I\u2019d reject all of them as duplicates; the set spans unrelated tokenizer, model-loading, cache, attention, and training issues.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone bug report here: it states a clear regression, names multiple affected model families, and points to a concrete video-input failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen/VL models and a Windows ROCm import/dependency issue are unrelated code paths." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not being released and MaskGenerationPipeline dropping a final partial batch are different bugs in different components." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "A zero3 from_pretrained failure and a double optimizer-step problem under deepspeed are not the same underlying issue." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated symptoms and subsystems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "These concern different models and failures: a missing vision-encoder attribute versus a Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows ROCm/torch.distributed import issue do not share the same bug." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and a DeepSeek accuracy regression after upgrade are distinct problems." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import failure on Windows/ROCm and an RTDetr forward shape/feature-level error are different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning in ms-swift fine-tuning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug is not the same as a Gemma pipeline roundtrip failure on the \u2581 token." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a model config warning, the other is a stale num_return_sequences warning in paged generate; not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache on second forward and Gemma4 mm_token_type_ids defaulting are different defects." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "A /v1/chat/completions request rejection and a pipeline tokenizer roundtrip issue are not the same underlying problem." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma roundtrip failure are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile, but one is attention-kernel divergence and the other is lazy cache initialization causing recompilation." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache returning a shape-(1,) tensor and LlamaConfig validating head_dim divisibility are separate contract/validation issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale cache bug on second forward and a flash_attention s_aux=None crash are different failures." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE and a CUDA-tensor conditional causing host sync in deepspeed loss code are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram integer limitation and a missing chat template error are different problems." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring crashes with future annotations, while _prefill has a static-cache tensor/device arithmetic bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a Transformers upgrade performance regression are not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder scaffolding and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are both serialization-related, but not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Nonsensical outputs from SigLIP2 and an AutoProcessor missing-backend error are different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown after upgrading Transformers and a deepspeed optimizer-step duplication bug are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and post-upgrade filtering slowdown are different issues." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input IndexError and XLMRobertaTokenizer passing a dict to Unigram are unrelated tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breaking in v5 and ESM2 being broken are separate model-specific regressions." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and double optimizer stepping under deepspeed are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register changing registered function behavior are different concerns." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:44188|issue:46851", + "issue:43475|issue:46821", + "issue:43232|issue:43673", + "issue:39692|issue:46726", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:45230|issue:45397", + "issue:45310|issue:45375", + "issue:44373|issue:46851", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:41628|issue:44933", + "issue:46463|issue:46877", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45561|issue:47059", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:44038|issue:45310" + ], + "prepared_review_unit_hash": "e2fde61fdb216a42461795051a1231b707c1e2a03a08fdb6d733c9b088b1b86a", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36645, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issue reports centered on API regressions, model-loading failures, and missing/changed attributes. A few Qwen3.5 MoE reports and AutoProcessor backend-missing reports look duplicative, but most pairs are only superficially similar and should stay separate.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45310 is the clearest representative of the cluster\u2019s strongest duplicate-like thread: a Qwen3.5 MoE from_pretrained regression in Transformers>=5.4.0, with closely matching follow-ups around the same model/config failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 has the best mix of specificity and duplicate linkage; it captures one of the few concrete recurring bugs in the set rather than a vague API/import complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained/config regression; titles and symptoms line up closely enough to be one bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantization/serialization, but one is saving failure and the other is GGUF loading failure; different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Completely different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields/attributes, but they involve different models and different mechanisms (SAM output vs AutoConfig trust_remote_code)." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different bugs: torch.compile attention-kernel branching vs Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are attribute errors, but on unrelated model internals and unrelated entry points." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwargs update and the other is chunked_prefill cache exposure; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc example/model mismatch and quantization failure versus missing-vision-backend processor error; different underlying issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing import error is unrelated to a loading hang in Sentence Transformers." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both report confusing AutoProcessor failures when the required vision backend is missing; same underlying missing-backend handling issue." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No concrete overlap: one is an empty bug report, the other is a ZeRO3/from_pretrained issue for Gemma-4." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE Transformers v5 regression; 45375 spells out the missing strict-field root cause behind the from_pretrained error." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring typo for position_ids is unrelated to a runtime variable-length input bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different areas: Qwen3-VL-Moe v5 bug versus processor.save_pretrained missing files." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they are different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 validation error message is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are separate tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and mistral_common continue_final_message bug are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings deprecation and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist race in testing utils is unrelated to a CLI incompatibility with huggingface_hub." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import failure and Qwen3.5 kernel-registration crash are different failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different public symbols and likely different API breaks." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch is unrelated to a Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and RTDetrLoss infeasible cost matrix are unrelated runtime failures." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import breakage and AutoImageProcessor import breakage are separate missing-export issues." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-registration logic and CLI completion compatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen models on v5, but they are different model families and different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge verdicts are conservative enough. The strongest duplicate thread around Qwen3.5 MoE v5 regressions is well supported, and the AutoProcessor/backend pair is a plausible same-bug linkage rather than an overreach." + }, + "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": 47, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:44857|issue:46877", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:46202|issue:46701", + "issue:44222|issue:45310", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45561|issue:45600", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "68eaee99381b9157347c995110b0aec7238fb5610902b9b1a877e8fa34f24b01", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37088, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous Transformers issues across tokenizers, generation, docs, quantization, and model-specific bugs. Only one clear duplicate pair stands out: the two Qwen3ForCausalLM VRAM-leak issues are the same runtime/threading bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue: it is the earlier report of the exact Qwen3ForCausalLM multi-dataloader-thread VRAM leak, with more discussion and references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 best represents the cluster\u2019s only clear duplicate and has the most complete signal for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different bugs: FP16/CUDA loss crash vs docstring import-time logging noise." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different crash sites and causes; both are AttributeError reports but in unrelated code paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is token roundtrip failure and the other is a broken image-text-to-text pipeline." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve MoE/FP8, but one is save_pretrained and the other is from_pretrained initialization; different failures." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss bug is unrelated to auto_docstring stderr/stdout diagnostics." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact issue: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads; titles and symptoms match." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both are FP8-related, but accuracy regression and FP8 save_pretrained failure are different underlying problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config import failure is unrelated to xdist race on captured_info.txt." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package extra/backend issue is unrelated to a missing image_utils import." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Recurrent-state/cache reset bug is unrelated to host synchronization in deepspeed loss computation." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "xdist file race and auto_mappings stale config references are different CI issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Pinned dependency version mismatch is unrelated to doc-lint output at import time." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility problem is unrelated to a missing module import." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training and Deepspeed OOM with Adafactor are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Stuck loading Sentence Transformers and embedding reinit on resize are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions in v5, but different behaviors and different tokenizer families." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization bug is unrelated to incorrect hidden_states in VideoPrism output." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend extra packaging and leftover dummy classes are separate maintenance issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug and partial-batch pipeline termination bug are different code paths." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Stale auto_mappings config refs and huggingface_hub CLI incompatibility are unrelated CI failures." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Same model family, but VRAM leak in dataloader threads is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens/BOS-EOS regression are different tokenizer bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization bug is unrelated to Whisper timestamp decoding crash." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they are different examples with different model-specific failures." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default config initialization and ModelOutput key assignment are unrelated internals." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they concern different models and different incorrect outputs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The exact duplicate between issue:42673 and issue:43704 is clearly supported by the identical titles and matching symptom, and the canonical issue choice is reasonable given the earlier report. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46710", + "issue:46762" + ], + "soft_pairs": [ + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42222|issue:45200", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44060|issue:45125", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "71004ef66e3a6b2215a386e9b7e9beb989f8e14279ac1f2daab59b3689b28aec", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35727, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft pairs are mostly related by broad topic only (imports, tokenizers, multimodal models, training, save/load paths), but none look like the same concrete bug or change. I would reject every soft edge and treat these as distinct issues.", + "confidence": 0.83, + "canonical_issue_reason": "No single cluster-wide canonical issue stands out, but issue 44297 is the strongest representative candidate because it is the most concrete, self-contained, and reproducible bug report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44297 is the best issue to anchor on: it has a specific failure mode and a narrow fix surface, unlike the broader or more ambiguous reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols and different dependency surfaces; these are both import errors, but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention behavior for XLMRoberta is unrelated to failed-job MLflow reporting." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "One is about MLflow not closing a failed training run, the other is a model-loading regression." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 behavior changes, but one is tokenization cleanup and the other is processor/tokenizer image-passing regression." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal/model-setup problems, but they affect different models and different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing an image-processor method is not the same as old remote-code checkpoints failing under meta initialization." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A buffer-read AttributeError and a double optimizer-step under deepspeed are distinct runtime bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing and auto_docstring annotation handling are unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the specific symptoms and affected logic differ." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failure is unrelated to the Trainer compute_loss signature mismatch." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different import/dependency problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin to an unreleased package and leftover dummy classes in the repo are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script failures, but they involve different scripts and different bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is a tied-weights warning and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concerns and missing processor save files do not share the same failure path." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing image_utils import and dummy-class leakage into dir(transformers) are different export/surface issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the deepspeed double-step optimizer bug." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is a general AutoTokenizer.from_pretrained loading issue." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "A category-cardinality runtime error is unrelated to AttentionInterface registration semantics." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are separate serialization issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A discussion about a DSA indexer ReLU and numerical differences in Minimax attention are not the same underlying bug." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "These are both performance/behavior regressions, but they affect different subsystems and symptoms." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is unrelated to the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different modules, symbols, and packages." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:43504|issue:47059", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:45381|issue:46305", + "issue:44829|issue:46002", + "issue:43408|issue:46402" + ], + "prepared_review_unit_hash": "9259925ebed943deeaa7e59af73f93219d36a6846ccdd3fb6a52c6b66df1c876", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36016, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Broad, heterogeneous set of Transformers issues. The soft pairs mostly share only a subsystem or buzzwords (load/save, generation, video, quantization) and do not look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is the clearest high-signal representative of the cluster\u2019s recurring load/regression theme: a specific model fails to load on the latest Transformers version.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the most actionable representative: it has a concrete failing model, a clear user-facing regression, and a narrow reproduction target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: BEiT semantic-segmentation preset loading vs CLI completion breakage in huggingface_hub." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are unrelated code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is separate from LlamaConfig head_dim validation." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version behavior change is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained/moe bug is distinct from the max_shard_size default question." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim rejection." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus is a different bug from cache max_cache_length handling." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and processor.save_pretrained missing files are unrelated issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state handling is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained file omission." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading stall and SIGLIP2 zero-probability outputs are different model/runtime problems." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A GlmMoeDsaIndexer split/return-value issue is not the same as a docstring typo for position_ids." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow is unrelated to a broken documentation example." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video/streaming processing, but one is a sliding-window off-by-one and the other is padding calculation in a different model path." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 output is unrelated to MoonshineStreaming window masking." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same component family, but different concrete bugs: torch.split return handling vs missing ReLU in the DSA indexer." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantization save/load breakage are different model-specific bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is separate from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency trouble is unrelated to SequenceFeatureExtractor.pad list-conversion overhead." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to the CLI completion attribute error in huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-MoE loading trouble are different problems." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids mismatch is not the same bug as MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 degenerate training and NaNs after checkout+init are distinct training stability issues." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_video/sam3_tracker type warning is unrelated to SAM3 text encoder weights not loading." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43329", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46369", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:44327|issue:47059", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:43329|issue:47059", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:41628|issue:45278" + ], + "prepared_review_unit_hash": "b16f49d3bdfda4bb1ddaf283fbce322e2ca988fc75bbf76dd62b956a44373bc2", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35157, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a mixed bag of unrelated Transformers issues (imports, tokenizers, multimodal/video, quantization, and v5 migration regressions). None of the soft pairs look like true duplicates; they mostly share only broad theme words.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the closest umbrella candidate because it covers the broadest import/API regression theme, but even that is only a loose thematic match rather than a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative to keep visible because it is the broadest user-facing regression report in the set, especially for upgrade-related import failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export/code paths." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5/meta-init migration, but one is an MLA layernorm precision/config bug and the other is remote-code checkpoint incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk vs sliding-window off-by-one are unrelated bugs in different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and an image-triggered infinite loop are different failure modes." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA span-decoding top-k crash and CLI completion attribute error are unrelated subsystems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import and tokenizer spacing behavior are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and different outputs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are separate tokenizer vs serialization problems." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under compile and a docstring typo are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer loading failure and wrong decoder type in v5 are different code paths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import failure is not the same as a broad Transformers v5 import-error report." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3 model-type warning and sam3-litetext memory overflow are unrelated loading vs memory issues." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta and Sentence Transformers loading stall are different behaviors." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Model-specific BPE marker handling differs from a broader version-to-version tokenization change." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and a DIA docs example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and a broken documentation example are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage and NaNs after checkout/init are different initialization issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model save failure and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall for sentence-transformers and a MacOS CLIP bus error are different model/runtime failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer access and tokenizer_class metadata mismatch are different tokenizer/model issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output errors are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting and CLI group completion are different areas." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage and sentence-transformers import NameError are different failure surfaces." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping and tied-weights warnings are different model-architecture bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping and a model-specific load failure are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific AutoImageProcessor import error and a broad import-error regression are only thematically related." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + 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"130eb9cb8615bc2739f16a5cc132ca35b8b163855e68b2983a2e7ac49ca825c3", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy mixed cluster spanning tokenizer regressions, loading/import issues, save/pretrained bugs, and unrelated model-specific failures. None of the soft pairs are close enough to be treated as the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43122 is the broadest and most central tokenizer-regression report in the set; several nearby issues are also tokenizer-related, but this one best captures the shared failure mode without being too narrow.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue because it sits at the center of the tokenizer behavior regressions, which are the strongest recurring theme among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 backend settings vs a GlmMoeDsaIndexer torch.split return-value bug are unrelated problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained/loading, but one is a TOKENIZER_MAPPING_NAMES fallback issue and the other is cached_file kwarg forwarding; different code paths and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "A dequantized save_pretrained failure and an invalid GenerationConfig error are separate model-serialization vs generation-validation bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and all-zero assistant_masks in multimodal chat templating are different tokenizer features and failure modes." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A sentence-transformers import NameError and stale auto_mappings references to removed Sam3LiteText configs are unrelated import/config issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both concern attention math, but they target different models/implementations and distinct numerical mismatches." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different bugs with no shared code-path evidence." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs omission and apply_chat_template crashing on tool-call assistant messages are different APIs and failure conditions." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in a DSA indexer is not the same as a GLM-5 RoPE implementation discrepancy." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version mismatch/regression and multimodal assistant mask generation are different behaviors." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenizer output drift and continue_final_message behavior for mistral_common tokenizers are distinct chat-templating/tokenizer issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning and a missing fpn_position_embeddings attribute are separate SAM 3 video issues." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe problems in transformers 5.0 and tokenizer_class mismatch on save_pretrained are different failure surfaces." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained loading are unrelated persistence/load bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "A missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are separate historical issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer read error do not appear to share a concrete code path." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained regression for Qwen3.5 and a from_pretrained error for Qwen3.5 MoE are related by model family but not clearly the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and FP8 save_pretrained for moe are both MoE-adjacent but describe different bugs." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Wrong offset mapping in Qwen3 tokenizer and stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer are unrelated tokenization subsystems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import/export regressions." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results in an example script and Gemma 4 mm_token_type_ids defaults are different application-layer issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "General tokenization drift in v5 and Deepseek-specific incorrect tokenization are related only at a very high level, not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and different causes." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label classification output are unrelated training vs example-script issues." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype changing between train/eval and incorrect LLM output under pipeline parallelism are different distributed-training issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx and an unclear LayoutLMv3 error message are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow missing from a pip extras install and Python 3.14 import/load failure are separate environment/package issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 infinite loop on a specific image are different model-specific failures." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad inefficiency are unrelated performance/correctness 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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:28348|issue:46640", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762", + "issue:33453|issue:39401" + ], + "prepared_review_unit_hash": "472a3f70b021eab39d161d0f0e56b5d27d6b3b3174ecb38d4c3e661418d64f59", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The similarity pairs are mostly loose topical overlaps rather than true duplicates; they span unrelated bugs in tokenizers, model loading, processors, docs, and v5 regressions. I would not merge any of the soft-edge pairs.", + "confidence": 0.92, + "canonical_issue_reason": "issue:33453 is the broadest, most generic regression report in the set, but the cluster is too heterogeneous to have a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best umbrella candidate only because its title is the most general; it is not a true representative of the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both are doc-related, but one is a parameter-name doc mismatch and the other is an import-time lint output problem." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is clean_up_tokenization_spaces semantics and the other is stale phonemizer language state." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM-5 area, but the bugs are different: GenerationConfig validation vs RoPE implementation." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error umbrella; 38617 is a specific missing-symbol ImportError, so they are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the affected tokenizer and concrete failure mode are different." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Loading with base_model_prefix and NaNs in classification heads are unrelated code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 Moe and v5, but they target different model variants and different load failures." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility is unrelated to the flex_attention PyTorch version check bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in threaded Qwen3 inference is not the same as a bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to a training API documentation typo." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save/load serialization of visual encoder keys and from_pretrained load failures are distinct code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation is a config bug; NaNs in classification heads are a separate model behavior issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "An example-script multi-label bug and a SigLIP2 implementation discrepancy are not the same underlying problem." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size padding is unrelated to a broken documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "The Qwen3 Omni feature-length helper bug and the flex_attention import check bug are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper are different issues." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "One is an AutoProcessor backend-missing error; the other is repeated HTTP 429 retry behavior." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer evaluate-after-train failure are different failures." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output dataclasses, but they affect different models and different fields." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "from_pretrained missing a weight vs AutoProcessor not forwarding kwargs to cached_file are separate bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer decoder-type regression is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "The example-script classification bug and the pipeline translation warning are different problems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but GPT2 support and a separate FA2 issue are not the same concrete change." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to an empty-list crash in apply_chat_template." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash on second forward pass is unrelated to over-padding in an image processor." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Different models and different bugs: VRAM leak vs tokenizer BPE marker handling." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility and numerical attention discrepancies are not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and a Qwen3 offset_mapping bug are too different to be duplicates." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46655", + "issue:46752", + "issue:46762", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "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:42222|issue:46752", + "issue:44117|issue:45588", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298" + ], + "prepared_review_unit_hash": "6a36422946b0f256787b95737f6c48a93dbeb2fa7fc89d474890ffb270fda1a4", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "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 bug reports; I did not find any soft pair that looks like the same underlying defect, so no merges are justified.", + "confidence": 0.33, + "canonical_issue_reason": "If a single issue must serve as the umbrella, #43122 is the broadest version-regression/tokenization report and has the most general framing among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43122 is the best triage anchor because it is a reusable cross-version tokenizer regression report, whereas most others are narrow model-specific or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different failures: a GlmMoeDsaIndexer split/indexing issue vs a Minimax MSA numerical discrepancy." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after v5 removals is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing generation cache during chunked prefill are different code paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "vitpose model breakage and Ministral FlashAttention failure are unrelated model/backend bugs." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Import error for Qwen2.5-VL is unrelated to repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing vs a padding performance inefficiency are clearly different issues." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "vitpose loading breakage does not match RTDetrLoss infeasible cost-matrix failures." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM is unrelated to a SmolVLM video-padding bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation-layer problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different mechanisms and subsystems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version pin issue is unrelated to the flex_attention PyTorch version gate." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch and PretrainedConfig type-checking regression are distinct breakages." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but GPT2 attention scaling being ignored is not the same bug as Gemma4 building causal masks for bidirectional mode." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency for lm_head.weight and NaNs in classification heads are different symptoms and code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and produce different failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 from_pretrained errors are different model-definition/loading problems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "A batched video-processor shape bug is not the same as crashing without torchvision in AutoProcessor." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a CLI completion attribute error from huggingface_hub are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing-utils bug and a SequenceFeatureExtractor.pad inefficiency are not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage and stale config.dtype after from_config are different configuration issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training collapse and Qwen3.5 save_pretrained regression are unrelated bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug and the other is an xdist file-race; not the same underlying issue." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "trust_remote_code cache collisions and repeated 429 retries are unrelated loader/network issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and a Mistral regex patch AttributeError are different tokenizer-path failures." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker warning is unrelated to a KeyError when loading MobileLLM-125M." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior changing across versions and a noisy logging message are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 54, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:42371|issue:46617", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:44263|issue:44485", + "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:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43874|issue:44261" + ], + "prepared_review_unit_hash": "856b5528d34257dcc616452d2087086a5fca48d66e14f6fd1deccf481b1206a1", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35360, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues that only share broad regression/import/model-loading themes. None of the soft pairs looks like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest representative report in the set: a general post-upgrade import-regression complaint that matches the cluster\u2019s dominant theme better than the model-specific or one-off bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best cluster anchor because it is the most general and user-facing regression report, making it the clearest representative issue even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different problems: Qwen3.5 chat crashing vs a SequenceFeatureExtractor.pad performance quirk." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different code paths: vitpose model breakage vs a backend mapping error for tensorflow_text." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Loading granite_speech config vs documentation mismatch for set_training(); unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance vs MLA q_a_layernorm precision issue; not the same defect." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question vs a Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading errors, but for different models and different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical behavior, but they concern different models/components and different symptoms." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 configuration discussion vs cache FileNotFoundError for trust_remote_code; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from image_utils vs a broad version-upgrade import regression; too different to merge." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import vs _torch_extract_fbank_features issue; distinct failures." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen variants and different symptoms: missing projections vs from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments ignored vs optimizer.step() called twice under deepspeed; different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type vs changed tokenization output across versions; related area but not the same underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers vs CohereASR loss double-shift; completely different model bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling vs RoPE implementation issue; different internal logic." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder config flag vs unexpected position-id keys; different breakages." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init API restriction vs repeated HTTP 429 retries in AutoProcessor; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Missing cache in chunked_prefill vs a testing_utils bug; not the same problem." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection vs streaming inference failure; same broad area but different concrete bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs missing projections in qwen3next; unrelated model-loading issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure vs PretrainedConfig type-checking break; distinct regression types." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2-related, but for different models and different support gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save shard-size question vs Qwen3.5 MoE from_pretrained error; no shared underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 vs degenerate training with flash_attention_3; separate model-specific issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch warning during bf16 compile vs dtype fields staying float32 in Blip2; related precision space but different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in GLM46V processor vs MLA layernorm epsilon issue; different multimodal failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43452", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "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:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710" + ], + "prepared_review_unit_hash": "c47dfad96f2baacb63919a44f606e402167850b22595a58fc4ffb1407af07d18", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly broad-similarity false positives across different modules, models, or failure modes; none are safe duplicates. If a representative issue is needed, issue:43873 is the strongest general target.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest and most active open report in this set, with repeated discussion/inbound references around quantization/offloading behavior, so it is the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest apparent impact and the most ongoing attention, making it the strongest standalone issue to anchor this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and code paths: GlmMoeDsaIndexer split semantics vs DeepSeek-v4 dtype/transpose." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA ReLU omission is unrelated to DeepSeek-v4 tensor transpose behavior." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a loading shape mismatch and the other a broader Qwen3-VL-Moe/transformers 5.0 issue; not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal of tie_embeddings_and_encoder_decoder is unrelated to gguf_file from_pretrained failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision and a testing_utils bug are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure and repeated HTTP 429 retries for HF_ENDPOINT are distinct behaviors." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA norm-epsilon precision drift is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop behavior and SAM memory overflow are different bugs in different models." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the testing_utils report." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed API surface and flash_attention s_aux=None crash are different subsystems and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to the mask pipeline final-batch flag bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image-patch counting and torch.split return-value handling are separate defects." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-family reports, but remote-implementation divergence and a specific DeepSeek-v4 tensor-op issue are not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections and missing vision config fields are unrelated model-definition issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video processor torchvision dependency crash and mistral_common ReasoningEffort import error are distinct failures." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug and Qwen3Next layer-0 projection omission are different concrete problems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal is unrelated to quantized save/load corruption after sinq." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols from different modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not being applied are unrelated training bugs." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different training bugs in different models; only loosely similar at a high level." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor import crash without torchvision is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but padding calculation and num_frames semantics are separate defects." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template empty-list IndexError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different removed imports from different modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument collision and tokenizer-mapping fallback failure are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Integration test seed flakiness and a noisy logging message are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed API surface and quantization/offloading regression are different problems." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch compile warning and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug and image-text-to-text pipeline failure are different code paths." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-v4 tensor-op issue and DeepSeek-R1 accuracy regression after upgrade 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": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47059" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "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:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "f6312a24421ab3b695bcd4ea0a4051c86a4672914b7aeffb1a6966d3de909286", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37225, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate or single mergeable fix; the candidates span unrelated bugs across loading, saving, training, compilation, docs, and environment issues. No PRs were provided. If a representative standalone issue is needed, #43502 is the most broadly actionable user-facing regression among the set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#43502 is the strongest standalone representative: it is a concrete, broadly relevant loading bug with clear repro impact, while the other issues are narrower, model-specific, or environment-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different bugs: one is unintended network access with local_files_only, the other is a missing embed_tokens.weight during UMT5Encoder loading." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: AutoProcessor kwargs forwarding vs auto_docstring crashing on future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: trainer.evaluate after train vs importing Trainer breaking until datasets is removed." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different problems: GPT2 attention scaling ignored in SDPA/FlashAttention vs cache lazy init causing recompilation with chunked prefill." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: Python 3.14 import failure vs a backend mapping error for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Different areas entirely: video-model AutoProcessor import crash vs a syntax error in a notebook." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different model behaviors: save failure for dequantized Ministrals/Devstrals vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but not the same bug: model dequantization save failure is not the same as saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different symptoms and paths: a precision warning during compile vs an actual torch.compile failure with SDPA." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Different scope: cleanup of leftover dummy classes vs a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but about different configurations: bfloat16 compile warning vs tie_word_embeddings warning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different save/load issues: missing embed_tokens.weight in from_pretrained vs max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failures: xLSTM training bugs vs Bamba compile/SDPA failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different APIs: pipeline task-support messaging vs inability to save Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but they are different model/backend bugs and not one fixable code-path issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: FlashAttention support gating vs a Python version compatibility issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Not enough evidence of the same bug; wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Different changes: a removed API without notice vs a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Different subsystems: Whisper generation edge case vs Trainer import being affected by datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention internals, but one is backend scaling behavior and the other is register() changing function behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific failures: ESM2 broken vs a DeepSeek-V4 dtype/transpose issue." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Different bugs: patchtsmixer post_init validation vs Trainer import failure." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: flaky integration tests from missing set_seed vs CLI tests breaking with huggingface_hub 1.22.0." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to MoE models, but not the same concrete bug: FP8 save_pretrained vs from_pretrained error on Qwen3.5 MoE." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Completely different domains: Gemma3Config missing vocab_size vs an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: attention scaling ignored vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportError reports, but for different symbols and unrelated modules." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different training/distributed optimizer-state bug vs GPT2 attention scaling behavior." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different dependency/import problems: missing TensorFlow backend in extras install vs Trainer import conflicting with datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different symptoms: local model path slash warning vs a compile-time precision warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different request surfaces: chat/completions rejection vs batched apply_chat_template crash." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different issues: missing configuration_utils symbol import vs unintended API requests with local_files_only." + } + ] + }, + "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": 57, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46851", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43208|issue:43526", + "issue:43618|issue:43761", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44938|issue:47059", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453" + ], + "prepared_review_unit_hash": "9c4bdb0fda93cf4dafac020085e1735f244a0698ac8d6d2ec21f6dd271742ea9", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related (regressions/import/load/save issues) but the soft-edge pairs mostly describe different concrete bugs and code paths, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:45278 is the broadest umbrella report: a version-upgrade wave of import/load failures. The other items are narrower model-specific or API-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative because it captures the widest user-visible regression surface in the set, while the rest are more specialized instances of failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are regressions, but one is CLIP attentions output assignment and the other is GPT2 attention scaling under SDPA/FlashAttention; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and GLM-5 RoPE implementation discussion are related only at the model-family level, not the same defect." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated bugs in different components." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP regressions, but one is about attentions not being assigned and the other about hidden_states being dropped; not the same failure." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 resize_token_embeddings propagation and Gemma4 bidirectional attention masking are separate bugs in different parts of the model." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different dependency breakages: GenerationMixin import from transformers.generation vs is_offline_mode import from huggingface_hub." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted-state_dict load failure are both load-time issues, but the symptoms and root causes are different." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized-model saving failure and Pipeline.save_pretrained failure are distinct save-pretrained problems affecting different object types." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One reports a general Qwen3-VL-Moe bug, the other asks for FP8 inference support; not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A chat-completions API request rejection and an apply_chat_template crash are different request-processing paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failure with datasets are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are separate model-specific issues." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file loading errors and auto_docstring stdout noise at import time are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs on different objects/models: Gemma3Config.vocab_size vs Sam3VisionEncoderOutput.fpn_position_embeddings." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression and Pipeline.save_pretrained failure are both load/save related, but not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated model bugs." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 loading failure and cli completion API breakage from huggingface_hub are different compatibility issues." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and sinq quantized model round-trip are distinct save/load failures." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python-version compatibility, but they affect different releases and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted-state_dict loading and Qwen3.5 checkpoint corruption after save_pretrained are different persistence bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and xLSTM training blockers are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are separate configuration semantics." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint save regression do not share the same code path." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute errors, but they involve different configs and different models." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3Config.vocab_size missing and Qwen3.5 num_labels propagation are different configuration issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder_attention_mask bug and tensor-parallel training bug are unrelated failures." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer states on non-zero ranks and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "torch.no_grad decoration for cache update methods and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and Trainer import failure due to datasets are different problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are separate model-loading bugs." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and variable-length position_ids in Qwen3.5 are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder_attention_mask error and tokenizer loading regression 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": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:47000" + ], + "soft_pairs": [ + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "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:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478" + ], + "prepared_review_unit_hash": "afcfd400748c70f28895ab9512f689fd318e716f730b3a9001163c56cee82645", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports across loading, serialization, tensor-parallelism, perf, and flaky-test regressions. Only one soft edge looks like a likely true duplicate: the Qwen3.5 MoE tensor-parallel load failure pair.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45125 is the clearest root-cause report: it names the missing `_tp_plan` tensor-parallel metadata on Qwen3.5 MoE, which likely underlies the paired `from_pretrained` failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the most actionable and specific issue in the set; it points to the concrete bug rather than just the downstream load error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different model/task failures: 2D bbox hallucination vs RTDetr loss infeasible cost matrix." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both involve model loading/roundtrip, but they target different models and different failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/compile-time problems, but one is compiled Python files and the other is a TorchScript parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated bugs: Gemma3 config missing `vocab_size` vs FSDP2/PEFT optimizer state corruption." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are load/serialization issues, but they concern different Qwen models and different missing fields/errors." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing `set_seed()` and the other is an xdist file race." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific `@torch.no_grad` proposal is not the same bug as a broad claim that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM while loading a specific model." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Shared theme of import slowness, but one is a concrete import-* cleanup issue and the other is a vague intermittent slow-import report." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths: missing `attentions` assignment vs invalid optional `post_init` usage." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`no_grad` on cache updates is unrelated to a Python-version compatibility issue." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization regressions, but they affect different models and different save/load paths." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and symptoms: UMT5 encoder weight loading vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP-related regressions: attentions handling vs inconsistent model structure." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different implementation bugs: DSA indexer ReLU vs DeepSeekV3 MoE divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different flaky-test causes: random-seed omission vs stale device override on CI." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API requests and AddedToken keyword duplication are separate bugs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video num_frames semantics are unrelated changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing is a different code path from trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload regression are similar only at a high level, not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE is a different issue from missing TP plan on Qwen3.5 MoE." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline loading requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing export for a Qwen2.5-VL class is unrelated to loading a cached trust_remote_code model." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper and cached remote-code FileNotFoundError are different failures." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics do not match the Sam3PixelDecoder dummy Conv2d issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth is not the same as failing to reload old checkpoints after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE load path: one reports the missing `_tp_plan` root cause, the other reports the resulting `from_pretrained` failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:45125 and issue:45478, is plausibly the same Qwen3.5 MoE load-path bug and looks mergeable into one fix. The other pair verdicts are reasonably cautious and do not overstate duplicates from the titles alone." + }, + "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": 59, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44315|issue:44360", + "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:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "5c7782725feab875ec235b849f1f9145c99ffe2ee9f74d61a0fd71ad90fe42b3", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a true duplicate set: the soft pairs are mostly loose topical similarities across unrelated issues (imports, loading regressions, docs, CLI, cache/generation). I rejected all soft edges and treated the cluster as heterogeneous rather than one underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the candidates span many distinct bugs and regressions, so a null canonical issue is more accurate than forcing a merge.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the closest representative only because it sits in the most soft-similarity links, but those links are still just broad CLI/dependency breakage similarity rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports ('PreTrainedModel' vs 'HybridCache'); separate import breakages." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python execution errors vs checkpoint reload slowdown/regression; unrelated failures." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs documentation confusion; no shared underlying bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing vs config field dropped by strict parsing; different Qwen issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only API requests vs FP8 save_pretrained bug; different codepaths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API request leakage vs unrelated placeholder issue; no meaningful overlap." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about removed pipelines vs unrelated placeholder issue; not the same bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs missing-vision-backend handling; different processor bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer update no_grad decoration vs generation sync_gpus behavior; different fixes." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-status reporting vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate UnboundLocalError vs forward-docs confusion; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related load regressions, but they describe different concrete loading failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs a specific model-loading breakage; too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol vs broken transformers env CLI; different dependency and codepaths." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage vs PretrainedConfig typing issue; not the same underlying problem." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI regressions, but one is transformers env and the other is a huggingface_hub TyperGroup incompatibility." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Model.forward docs issue vs missing configuration_utils export; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger-kernel model_init behavior vs a DSA indexer/ReLU discussion; different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI breakage vs Qwen2.5-VL import error; only broad v5 breakage similarity." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug; no relation." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation vs placeholder issue; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for HybridCache vs FileNotFoundError when loading from cache; different causes and fixes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs docs about return_all_scores; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support error vs placeholder issue; no overlap." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError; different load paths." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer behavior, but one is kwargs propagation and the other is attention-interface usage; related area, not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports ('AutoImageProcessor' vs 'PreTrainedModel'); separate regressions." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger-kernel model_init bug vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 crash vs broad complaint that v5 breaks many models; not one concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing vs cache-strategy typo; different issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation vs SmolVLM num_frames semantics; unrelated model areas." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problem vs tensorboard/TensorFlow backend error; no shared codepath." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "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: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:45310", + "issue:45341", + "issue:45468", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:44230|issue:46095", + "issue:45850|issue:47059", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "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:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "14437dd61165a63c8f35136db60e2823e988720a4da070b5a733771e8352426d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38826, + "estimated_input_tokens": 9707, + "estimated_eval_tokens": 19670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regression reports, import/load issues, and a few unrelated model-specific bugs. The overlap is usually only at the subsystem level, not the same concrete defect, so I would not merge any soft pairs.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it explicitly captures the general \"v5 breaks too many models\" regression theme that many of the other issues orbit around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative because it is the most general duplicate magnet for the recurring v5 breakage complaints in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "45230 is too generic; 44623 is a specific processor.save_pretrained missing-files bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3/Qwen3-VL related, but one is about model support in v5 and the other is about missing tensor-parallel metadata." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy-loading/import performance and unsafe sys.modules access are related areas, but they are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "These are unrelated bugs in completely different components." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and missing GenerationMixin cache in chunked_prefill are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bounding-box/output bug is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is 2D box output failure and the other is an infinite-loop/image-specific generation bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env-command breakage and checkpoint reload incompatibility are different failures." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a specific config attribute bug, not the broad generic v5 breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern old checkpoints in v5, but they appear to be different model/code-path incompatibilities." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific attribute regression, not the umbrella issue." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/labels is unrelated to broad model breakage." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion question are not the same underlying bug/change." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage and a huggingface_hub CLI test failure are different issues." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5-regression complaints, but 45278 is specifically about import errors and not the same underlying defect as 45850." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from import-star usage is not the same as a missing Qwen3_5 module import." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel application behavior are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy loading, but one is intermittent import slowness and the other is lazy loading not working properly; too broad to merge." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test due to missing set_seed calls is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env breakage and scheduler kwargs are different subsystems and different bugs." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support gating and Qwen3-VL bounding-box hallucinations are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL output bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler kwargs bug and a PretrainedConfig typing regression are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is not the same as the generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained class mismatch is a specific serialization bug, not the generic bug report." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance work and missing HybridCache export are different import-related problems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup/performance and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and a missing Qwen3_5 module import are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and _get_tied_weight_keys crashing on a list are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are both tooling/import-adjacent, but not the same concrete defect." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not being applied in model_init and flash_attention_3 causing degenerate training are different issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor bugs, but timestamp calculation and padding calculation are separate defects." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import behavior and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same 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": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894", + "issue:47059" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "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:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|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", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "5c330680caa6f90524af34e66f8285f4820e4cfd263e792b3055d5162aed01a0", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39471, + "estimated_input_tokens": 9868, + "estimated_eval_tokens": 19992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft pairs share superficial vocabulary (loading, tokenizer, Flash Attention, positional encodings, etc.) but do not look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits well: the items span unrelated regressions, feature requests, docs, and import/runtime failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; none is representative of the cluster as a whole beyond broad subsystem overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Both involve sequence-structure math, but they target different models and different bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Audio-related, but one is a positional-encoding issue and the other is a training-loss shift bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI/env command failure and model import failure are unrelated code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch saving, but one is pipeline serialization and the other is tied-weight key handling." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Different components: processor timestamp calculation vs scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import cleanup/performance and multi-thread VRAM leakage are unrelated problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion versus a concrete model-loading regression." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are positional-encoding themed, but for different models and different failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Concurrency VRAM leak is unrelated to RoPE implementation details." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Same model family, but different concrete bugs: expert gating versus tensor transpose/casting." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to timestamp miscalculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration and VRAM leakage are different subsystems and symptoms." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint about 5.0 breakage is not the same as a specific import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained missing files are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different model code paths and different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Both mention normalization eps, but they affect different models and different logic." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support and weight-conversion tooling are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage do not share a concrete code path." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support and an import failure are distinct issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but the reported symptoms and likely fixes differ." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Serialization helper crash and CLI completion regression are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "One is GPT2-specific support; the other is a vague generic Flash Attention request." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and spam/off-topic issue are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an unrelated spam issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic breakage complaint versus unrelated off-topic issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 compatibility issue is unrelated to the off-topic issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading performance and import error are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Config field missing and tied-weight helper crash are different bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 support requests, but for different models and not one concrete fix." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generation-time decoder mask crash and slow loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting failure and checkpoint loading speed are different issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading performance and tensor-parallel training bug do not share a concrete fix." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance bug and documentation confusion are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and model from_pretrained regression are different failures." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support and FP8 inference support are separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different architectures and different implementation problems." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value misuse and DeepSeek expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type hint issue and a tokenizer regex 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": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "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": "2f78c3d88601856e8412d5114d8f2816cd6cbab49d397b9d5660729d208e0b03", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6638, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are about different models, configs, tokenizer warnings, and a typo, so they do not look like duplicates of one underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue stands out: the cluster is heterogeneous and spans unrelated code paths, so any single issue would be an arbitrary representative rather than a duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, #43240 is the broadest runtime bug report, but it still does not explain the rest of the cluster and should not be treated as a canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs: Mask2Former ignore_value handling vs kwargs not being forwarded into loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Unrelated code paths: loss-function kwargs plumbing vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Segmentation loss parameter usage and tokenizer regex warnings are unrelated issues." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling does not overlap with RoFormer attention interface behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "One is a model-loss parameter bug; the other is a typo in a quantization attribute name." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig type-hint correctness is unrelated to a string typo in quantization conversion code." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and config type-hint correctness are different classes of problems." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama norm implementation question and ModernBERT config typing issue do not share an underlying fix." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior is unrelated to ModernBERT norm_eps typing." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "ffb898021582bce1148e81abf366879935dc8bd93df67948963ef365ae46aa1e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are not duplicates: they cover token truncation behavior, ReduceLROnPlateau-style scheduler functionality, and Wav2Vec2 word offset timing. No soft edge should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a true canonical for the cluster because the topics are unrelated. If forced to pick the most self-contained thread, issue #10519 is the clearest standalone request, but it is not representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps. No shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One asks for truncation-from-beginning options; the other asks for ReduceLROnPlateau-like learning-rate scheduling. Unrelated feature requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler functionality request vs audio model word-offset timing. Distinct subsystems and problems." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "9f51535e1cc0ee73e9984ba39437c87fd46e21871d13ba8df11c31cb34e2926f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about Tapas tokenization parity, one about an unhelpful auth/download error for private models, and one about failing to load bert-base-uncased. The only commonality is broad model/tokenizer loading context, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue #16618 is the broadest and most representative of the cluster because it concerns a concrete model-loading failure; the other two are separate problems in tokenization and download/auth messaging.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue to keep as the representative because it describes a direct user-facing failure in model loading and is closer to the shared high-level theme than the other two, which are unrelated specifics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problems: Tapas tokenization mismatch versus failure to load bert-base-uncased. Same subsystem, but not the same bug or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "The first is about misleading error text for private-model download authentication; the second is a generic model loading failure. These are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "427b0a76097f8ee011b4726bab179e72b27e824b675e66cbb6728d012b5bad56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct community feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only broad wording and are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the requests target different features and code paths (Flash Attention 2 vs GGUF support).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a true duplicate of the other; if one must be kept as representative, choose based on the larger current discussion, but not as a canonical match for this pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: these are different feature requests for different model/runtime support paths, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "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-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": "521e3c32dc86761b90cf561fa0e1bfcbf8b0a8e4679880d27c2075a26e7b6d80", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are superficially similar i18n translation issues, but they describe separate language-specific translation tasks rather than the same underlying bug/change. I would not dedupe them; at most, issue 43834 is the cleanest representative template-style issue in the set.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43834 is the most generic template-style translation issue and best represents the shared pattern, but the cluster does not contain a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the least language-specific and most representative of the repeated i18n-docs template issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation tasks; Turkish vs a generic/template language entry, so not the same concrete change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation tasks; Turkish vs a generic/template language entry, so not the same concrete change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad docs-i18n theme, but one is a specific Turkish request and the other is a generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate language-specific tasks, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate language-specific tasks, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus a generic template issue; related category, but not the same task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Both are translation-template style issues, but there is no evidence they refer to the same concrete language task." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-template style issues, but there is no evidence they refer to the same concrete language task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian are distinct translation requests, not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request context; no evidence they are the same translation change." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request context; no evidence they are the same translation change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These look like repeated instances of the same translation template, but not enough evidence that they are one underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "These look like repeated instances of the same translation template, but not enough evidence that they are one underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Shared i18n-docs pattern, but the titles/body signals are not enough to prove a single duplicate task." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Shared i18n-docs pattern, but the titles/body signals are not enough to prove a single duplicate task." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "The Thai-garbled issue appears to be a separate request, not the same concrete translation task as the generic template issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template issues, but no concrete evidence they are the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different-looking translation issue; no clear evidence of the same underlying task." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different-looking translation issue; no clear evidence of the same underlying task." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Identical-looking titles, but still not enough concrete evidence that these are the same underlying request rather than separate instances." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "The titles suggest separate language/text variants, not a single duplicate bug or change." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "The titles suggest separate language/text variants, not a single duplicate 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": 6, + "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-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": "92e65a7163589ad659cac0d9a40063efcd6d0b9427a6c537656e00d95049ca6e", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated model-add/config requests across vision, text, audio, and OCR. The shared wording (\u201cAdd/Support/Proposal\u201d) drives soft similarity, but the underlying changes are different, so no pair looks like a true duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span distinct model requests and config changes rather than one duplicated problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the cluster is heterogeneous across model families and tasks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Same general keypoint domain, but RoMa matcher vs LoMa detector+matcher are different concrete requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 model architecture request; unrelated." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition vs DEIMv2 model addition; different model families and changes." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Text-model config request vs Qwen3-TTS speech support; unrelated." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config work and RF-DETR model work are different concrete requests." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config vs MiMo model request; no shared code-path issue." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are detection models, but RF-DETR and DEIMv2 are distinct models with separate implementations." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object-detection model vs audio model request; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition vs weight-sparse transformer request; different architecture and scope." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Detection model request vs Qwen3-ASR speech support; different tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Detection model request vs Qwen3-TTS speech support; different tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT text-model request vs Qwen3-ASR speech support; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition vs weight-sparse transformer request; different model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "Text-model request vs audio model request; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "CV detector addition vs text-model addition; different underlying requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-derived model requests, not the same change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR speech support; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Vision-language model request vs sparse transformer request; different code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 model architecture and ModernVBERT models are separate additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Vision-language model request vs TTS support request; unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection model vs Qwen3-TTS speech model; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT model additions vs Qwen3-ASR support; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT model additions vs Qwen3-TTS support; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT model request vs MiMo model request; different concrete models." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both touch BERT-like text models, but one adds ModernVBERT models and the other asks for RoPE support; not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "Generic RoPE request vs MiMo model request; unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Technical model request vs non-technical personal-name issue; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo model request vs SAM3-LiteText request; different model families." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo model request vs Qwen3-TTS support; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo model request vs DeepSeek-OCR2 request; different model types." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Model request vs unrelated personal-name issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related, but they target different tasks and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS requests, but for different models; not the same concrete fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Speech TTS support vs OCR model request; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Speech model support vs weight-sparse transformer request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support vs audio model request; different tasks and implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Speech ASR request vs universal perception encoder request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Speech model support vs sparse transformer request; unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText request; unrelated." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model request vs Granite SWA+sink option request; different scope." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE perception encoder request; different models and changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR support vs TTS support; both speech-related but not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "Text-model request vs TTS model request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs OCR model request; unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language/perception model requests with distinct scopes." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model request vs unrelated personal-name issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "TTS model request vs unrelated personal-name issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "55fde3a0244cb56b3065a96f5b8353e35f60d939baf0339f49ff42de1e01f859", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same bug or change, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: docs/framework listing vs. Vision RoPE code refactor; no shared target or underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "e1c3fe1dc7ad5b630e4fe3880ae6d47f89c4cb79f5d054a72b6f8c9e2772d6af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not appear to be duplicates: one is a generic decoding behavior request, while the other is a model-specific compatibility/support request. The soft similarity signal is too weak to overcome the lack of shared targets, filenames, or concrete overlap in the described problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete, user-facing request because it names a specific target ('DeepSeek v3.2 support'), but it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: 'Set Block Decoding' describes a decoding-mode change, while 'DeepSeek v3.2 support' is about adding support for a specific model/version. They do not share a concrete code path or explicit linkage." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "1fcf3a76168483a93596b4bf371f70093c426447a481a133f2b3ec808baad200", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, while the other asks for TiledMLP integration to reduce memory use. They touch different model components and change requests.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #41306 is the more concrete, user-facing API request and is better as the representative issue for this small cluster, but it is not a true duplicate of #41826.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is narrower and better-scoped, with a specific `from_pretrained()` behavior request; #41826 is a broader integration ask. Neither covers the same underlying change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features/components: TiledFusedLogitsLoss/FLCE flag support vs TiledMLP integration. Shared 'tiled' wording is superficial and 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": 10, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "a2162c90c85df7e3b02a4fe480749b3d08e97f9af4c3867e8aa3c804acbf1a25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both touch Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are related in theme but not the same underlying bug/request.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the reports target different Trainer behaviors and would not be resolved by the same fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the more concrete customization request, but it should not subsume #43600 because the FLOPS-estimation problem is separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both concern custom trainers, but one is about `remove_unused_column` customization and the other about FLOPS estimation. 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": 11, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "c18592305b22a50daf50ec1e1ae78fcad5f630eb2241da6d7a2cb923d5a12204", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one requests core registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other requests sequence-classification support for Qwen3.5 with a different config and auto head.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader core registration request and is the better representative of the cluster\u2019s general auto-model support theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the most central and broadly scoped request; the other issue is a narrower, different-model auto-head addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model family, config, and task head." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "1b81abe17775240fb4d73117062a1d5f4c9e101ded76359f3eafb469a77aaa55", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like low-signal placeholder issues: one unrelated title ('Fett') and three near-identical but underspecified 'huggingface' issues. There isn\u2019t enough substantive detail to confidently merge any pair.", + "confidence": 0.42, + "canonical_issue_reason": "If a canonical issue must be chosen, issue 43859 is the best anchor among the vague 'huggingface' reports because it is the only one with any discussion activity; however, the report content is too thin to confirm a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43859 is the strongest issue to keep as the representative because it has the most activity, but the underlying problem is not described well enough to make a high-confidence choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "The titles are different ('Fett' vs 'huggingface'), and there is no body/detail evidence showing the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "The titles are different ('Fett' vs 'huggingface'), with no explicit links or technical details to support a duplicate relationship." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The titles are different ('Fett' vs 'huggingface'), and the issues are too underspecified to infer the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "They share the same placeholder title, but there is no substantive description, target, or filename evidence to confirm the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The title matches, but the reports are too vague and lack technical detail to prove they describe the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The title matches, but there is no concrete evidence that these are the same bug rather than similarly named placeholder reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 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-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": "e504eea0ea65dfcd9d5fb189aad886e0b92a67dc6294e45fb94596c333eaaa89", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are all low-signal and appear unrelated: generic spam/doc placeholders plus one benchmark tip and one Google LLC check-out note. There is no evidence of a shared underlying bug or request, so no duplicate cluster should be formed.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the least spam-like and the only one with any discussion, but it still does not match the others as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam titles with no concrete content or shared bug/request to unify." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Generic spam placeholders; no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam post and a documentation enhancement placeholder are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. benchmark tip; different topics and no shared problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a Google LLC check-out note are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement placeholder does not match a spam issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam titles, but there is no concrete evidence of a single shared bug/change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no common code-path or request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and Google LLC check-out note are clearly different topics." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and Google LLC check-out note do not look like duplicates." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "cd7c5b9e4e2f796170a8039fb075d69ab14266928bdab3df7e07e0375f0f2523", + "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": "These two closed issues are likely duplicates or very closely related: they share the exact title and have moderate textual similarity, but there isn\u2019t enough evidence to call them near-exact duplicates. #45145 is the better representative because it has the inbound reference, while #45151 has no linkage signal.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and at least one inbound reference, making it the slightly more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the cluster representative due to the identical title and stronger linkage history from the inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues share an identical title and have substantial textual similarity, with no contrary signals like different targets or filenames. The evidence is not strong enough to call them exact duplicates, but it is sufficient to treat them as the same underlying issue for triage." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a likely duplicate/closely related pair, but the analyst overstates certainty. The only similarity evidence is same title plus a soft_similarity signal with Jaccard 0.63 and deterministic_accept=false; that is not enough to call them \"near-exact duplicates\" or say there is \"no evidence\" of different bugs. The canonical choice based on the single inbound reference is grounded, but the summary and soft-edge rationale should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "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": "cache", + "cache_hit": true, + "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": "81a99dbb81a76471886eb4ba3b4f2e048aab925f7e5c43869c30c54f25cc6d81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: both are bare name/date titles with no problem description, no shared references, and no clear underlying bug or feature change to deduplicate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different people and different dates, with no issue body or shared context indicating the same bug or request. This does not look like a duplicate pair." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "88e4be169201e641991ae6d8ced2caa747a4d90525d209cebd2ed2e15bba49ec", + "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": "Two closed issues with only personal-name-and-date titles; they do not describe a product bug, feature, or the same underlying problem. This looks like unrelated/spam-like content rather than a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the two issues are not about the same topic and contain no actionable bug report content.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Neither issue is suitable as a canonical representative because they are unrelated and non-technical.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, with no shared bug description, code path, or explicit linkage; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "772036ee9baf571ebc9129ee0a6f7f63a2cf0592bced4e587ebe9dfabf55f79c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification head for value modeling, while the other asks for FP8 training support. They concern different features and different code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request, but it is not a valid canonical representative for this cluster because the two issues are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: the titles and descriptions point to different features (model architecture/head support vs FP8 training support) with no shared underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "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-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": "6a58c964f620abcbf1ffa6c9f179103c4877c525068e79c24fa19e1f107aebe6", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains two separate exact-duplicate issue pairs: one about a DataForge financial time-series example, and one about a DataForge financial time-series + scraping service request. The dataset-bundle promo issue is related by theme only, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45872 is the clearest representative of the duplicate pair for the 'financial time series + scraping service' request: it is specific, actionable, and has an exact duplicate (issue:45873).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45872 is the strongest overall representative in this cluster because it is a concrete, duplicate-backed feature request rather than a broad promo/example post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifacts: one is a dataset promotion, the other is an example request. Same financial-data theme, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifacts: dataset bundle promo vs example request. Similar topic, but no evidence they describe the same change or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate: same title and no distinguishing metadata suggesting different requests." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series and DataForge, but one is an example and the other is a scraping-service feature request. Not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as issue:45870 vs issue:45872: related topic, but different request scope and no evidence of a shared concrete change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The titles point to different requests: example notebook/article versus scraping-service feature. Not a duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different requests despite the shared financial time-series theme; no indication they should be merged." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate: same title and same body length/metadata pattern, indicating the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it correctly separates the dataset promo from the two duplicate issue pairs, and the soft-edge verdicts are conservative overall. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles plus matching body lengths and jaccard 1.0, while the cross-theme pairs are reasonably rejected." + }, + "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": "cache", + "cache_hit": true, + "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": "8e1f3dc1157e617811f01ee6724a600f2b29d7a997631efee0c85103178ea779", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are closely related to static-cache behavior in linear-attention models, but they describe different concrete failures: one is a shape corruption/runtime error during early initialization, the other is a `KeyError: 'linear_attention'` on Qwen3.5. Not enough evidence they are the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the more specific code-path bug in static cache `early_initialization` and gives a clearer failure mode to anchor investigation.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the strongest representative since it focuses on the likely root-cause path rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but one reports corrupted shapes from `early_initialization` while the other reports a `KeyError: 'linear_attention'` on Qwen3.5. These look like related symptoms, not clearly the same bug or fix." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "e64d0f51bde8757a7e689e2b010aeb76910de553f7b610d051612673b909c153", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate reports of the same Wav2Vec2CTCTokenizer v5 regression; the open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is the active open report and already has inbound references, so it is the better single tracker for the bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue representative because it is open, current, and appears to be the same report as the closed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same described tokenizer bug, and no distinguishing details; these are duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two issues have identical titles, identical body length, and a perfect soft-similarity match, with one closed and one open. Treating the open issue as the canonical tracker and the closed one as its duplicate is conservative and supported by the evidence." + }, + "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": "cache", + "cache_hit": true, + "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": "4c39fde43788f59b3257695a16d79e580a73d6da0a7cb771a70b6d123e9ae5c3", + "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 are not the same bug: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. The soft similarity is too broad to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the two issues describe different failure modes and different training symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the cleaner representative bug report because it describes a concrete tensor-shape mismatch error, whereas #46692 is a separate OOM symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor size mismatch versus out-of-memory after some epochs. They do not appear to be 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": 23, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "7accf896c99dd02025071c6611a1298f2d74202bb50a54ddfb3b7a0bce5d260f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init partitioning for a composite multimodal submodule vs. 4-bit auto device mapping incorrectly offloading to CPU. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 is the better representative of the pair only because it is phrased as a self-contained, broadly reproducible loader/device-map bug; however, it is still unrelated to issue 46822.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different subsystems and root causes: DeepSpeed ZeRO-3 zero.Init partitioning of a composite model submodule vs. 4-bit device_map/max_memory dispatch to CPU. They do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "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-46906-9", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053" + ], + "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:47049", + "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:47049", + "issue:46998|issue:47037", + "issue:46998|issue:47053", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:47037|issue:47053", + "issue:47037|issue:47049", + "issue:47049|issue:47053", + "issue:46969|issue:47049", + "issue:46985|issue:47053", + "issue:46969|issue:47053" + ], + "prepared_review_unit_hash": "a44dcee99a6d81647cd66bac5b7a94b7b567f7ca8d87434f34ca3d07aacbea5d", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14781, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14781, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are recurring daily [serge] integration failure triage issues, not duplicates of the same underlying report. They share a template and topic, but each issue is date-specific and appears to track a different day\u2019s failures.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46906 is the earliest in the series and has the strongest reference signal, making it a reasonable representative if one must be picked from this recurring triage set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47053 is the most recent and most active (highest discussion activity among the later entries), so it is the best single issue to surface as the latest triage thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but the titles are for different dates; these are separate daily reports, not one bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Date-stamped triage threads for different days; similarity reflects the template, not the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Recurring daily integration-failure triage, but each issue tracks a distinct day\u2019s failures." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Different triage date in the title indicates a separate report, not a duplicate." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These are sequential daily triage issues rather than duplicate reports of one problem." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same pattern and subsystem, but different date-specific triage issues." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "The titles show separate daily triage threads, so they should not be merged as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Different days\u2019 integration failure triage; similarity is only from the recurring template." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Not the same underlying bug\u2014just the same daily triage format across dates." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Date-stamped reports for different days; no evidence they describe the same incident." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "These are separate triage entries, not duplicate bug reports." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same recurring triage series, but each issue corresponds to a different day." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "The pair is only similar because both are daily triage threads; they are distinct reports." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "Different dates and likely different failure snapshots; do not treat as duplicates." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same template, different day; no concrete shared incident to merge." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Recurring triage issues for separate dates, not one underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Distinct daily triage thread with a later date; not the same report." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different daily integration-failure triage entries." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The titles indicate different dates, so these are separate reports." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No evidence of a shared concrete failure; only the shared triage template." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "Later date-specific triage issue, not a duplicate of the earlier one." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring series, but not the same underlying bug or incident." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different day\u2019s triage report; similarity is superficial." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "These track separate daily failures, so they should remain distinct." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same issue family, but the date-stamped titles show separate triage runs." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Adjacent daily triage issues, not the same concrete code-path problem." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Distinct date-specific reports; merge would conflate separate incidents." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different daily triage threads with no evidence of a single underlying defect." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "The shared wording comes from a repeating triage template, not duplicate content." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "These are separate daily integration-failure triage issues, not one bug report." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Different dates and separate triage context mean they are not duplicates." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "8d482e77278e2cb7ea90315409fc14dbe0409f117ac29d3378ab6c2fcf31787b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-exact duplicate issues requesting RWKV7 model support; the open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is open and can continue to track the request; #46983 is a closed duplicate with the same title and apparent scope.", + "canonical_pr_reason": null, + "best_issue_reason": "#46984 is the best issue because it is still open and serves as the active discussion/triage point for the same RWKV7 support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, same requested feature, and no evidence of distinct scope; these look like duplicate reports of the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues share the exact title, the similarity signal is high, and one is already closed while the other remains open, so using the open issue as the canonical tracker is conservative. The soft-edge duplicate verdict is also appropriately cautious given the available evidence." + }, + "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": "cache", + "cache_hit": true, + "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": "514748d2c3c1e44147a12aea5532dd44c336649fa001866165a53494804bb9ee", + "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": "The two issues are thematically close, but they read like different high-level writeups rather than the same underlying request or bug. The overlap is broad AI/cybersecurity language, not a concrete shared change target.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:47015 is the broader and clearer representative of the shared theme; issue:47007 is more of a lessons-learned framing and looks less canonical for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Similar subject matter, but the titles point to different angles: one is lessons learned from advanced LLMs, the other is a novel transformer application. Not enough evidence they are the same underlying issue." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-47", + "nodes": [ + "pull_request:43451", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + 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"pull_request:46941|pull_request:46970", + "pull_request:47056|pull_request:47058", + "pull_request:47006|pull_request:47058", + "pull_request:46927|pull_request:47055", + "pull_request:46908|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46927|pull_request:46986", + "pull_request:46907|pull_request:46926", + "pull_request:46986|pull_request:47058", + "pull_request:46926|pull_request:46928", + "pull_request:46928|pull_request:47057", + "pull_request:46926|pull_request:46941", + "pull_request:46908|pull_request:47058", + "pull_request:46928|pull_request:47058", + "pull_request:46928|pull_request:47054", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46954|pull_request:46961", + "pull_request:46928|pull_request:46941", + "pull_request:46958|pull_request:46961", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46961|pull_request:46974", + 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"left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs updates, but they are different documentation changes, not the same underlying patch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-47", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46907", + "pull_request:46908", + 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unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47003", + "accept": false, + "reason": "TrainingArguments fix vs exporter docs/runtime; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47003", + "accept": false, + "reason": "CohereASR loss fix vs exporter docs/runtime; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46895", + "accept": false, + "reason": "Unlimited OCR model addition vs CohereASR loss fix; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47003", + "accept": false, + "reason": "Docs autolinks vs OpenVINO exporter docs/runtime; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47055", + "accept": false, + "reason": "EdgeTam fix vs a different EdgeTam-related test/import triage item; not the same patch." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Model-kernel OOM fix vs test-only dtype/offload tweak; different fixes." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", + "accept": true, + "reason": "Same Whisper cache-init bug in the same attention forward path." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47058", + "accept": false, + "reason": "Model runtime OOM fix vs test harness OOM workaround; not the same underlying change." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47058", + "accept": true, + "reason": "Both are Mamba2 integration-test OOM mitigations in the same test file and can plausibly be merged together." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47054", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error/offload-folder fix in the same test loader path." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47057", + "accept": true, + "reason": "Same DeepSeek V3.2 load_error/offload-folder fix in the same integration test path." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Whisper/audioflamingo3 cache fix vs Mamba2 OOM fix; unrelated." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47057", + "accept": false, + "reason": "Different model test failures (MiniMax-M3-VL vs DeepSeek V3.2); unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper/audioflamingo3 cache fix vs PEFT load mismatch fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam import_or_config fix vs GLM46V tensor dtype fix; unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47054", + "accept": false, + "reason": "DeepSeek V3.2 load_error fix vs MiniMax-M3-VL load_error fix; same symptom, different model/path." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM46V dtype fix vs Mamba2 OOM workaround; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47057", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix vs DeepSeek V3.2 load_error fix; different model paths." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "DeepSeek V3.2 vs MiniMax-M3-VL test failures; unrelated." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "Different model families and different generation/model fixes; not the same change." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47055", + "accept": false, + "reason": "MiniMax-M3-VL offload fix vs EdgeTam post-processing kwarg cleanup; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "MusicGen-Melody output-mismatch fixes vs Gemma3 generation/cache fixes; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "Different model-specific output-mismatch fixes; not the same bug." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeek V3.2 load_error fix vs Mamba2 OOM workaround; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47054", + "accept": false, + "reason": "EdgeTam fix vs MiniMax-M3-VL load_error fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47056", + "accept": false, + "reason": "EdgeTam fix vs Whisper cache fix; unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47056", + "accept": false, + "reason": "DeepSeek V3.2 test load_error fix vs Whisper cache fix; unrelated." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47058", + "accept": false, + "reason": "MiniMax-M3-VL offload fix vs Mamba2 OOM workaround; unrelated." + }, + { + "left": "pull_request:47055", + "right": "pull_request:47057", + "accept": false, + "reason": "EdgeTam kwarg cleanup vs DeepSeek V3.2 load_error fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam fix vs Gemma3 generation/cache fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam fix vs MusicGen-Melody output-mismatch fix; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47055", + "accept": false, + "reason": "MusicGen-Melody output-mismatch fixes vs EdgeTam kwarg cleanup; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam fix vs GLM_OCR output-mismatch fix; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "FSDP2 migration vs Neuron fine-tuning experiment; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47062", + "accept": false, + "reason": "Unlimited OCR model addition vs IMDb doc-link translation fix; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7 Flash tooling vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47077", + "accept": false, + "reason": "VibeVoice model add vs Japanese DistilBERT docs translation; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Implement VibeVoice vs Molmo2 model addition; 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": 1, + "component_count": 33, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-47", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46912", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:47003", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47003", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47035", + "pull_request:43451|pull_request:46912", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47035", + "pull_request:46912|pull_request:47003", + "pull_request:43451|pull_request:46707" + ], + "prepared_review_unit_hash": "2fda3fd6cfaf7919b96fecd94458feb0657f325af36af1541384f6de30b71a8a", + "component_budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 156, + "serialized_chars": 173692, + "estimated_input_tokens": 43423, + "estimated_eval_tokens": 87102 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 12, + "serialized_chars": 24884, + "estimated_input_tokens": 6221, + "estimated_eval_tokens": 12698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes model additions, exporter work, distributed/FSDP infrastructure, RoPE test expansion, and Neuron/training-args changes. None of the soft-edge pairs look like the same underlying bug or mergeable duplicate PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the items are different features/fixes in unrelated code paths, not duplicate implementations of the same change.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduplication purposes; the cluster does not represent one underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model onboarding vs wav2vec2 SDPA dispatch support are unrelated changes in different model families." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47003", + "accept": false, + "reason": "wav2vec2 attention dispatch and OpenVINO exporter support are different subsystems and different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 addition and Step-3.7-Flash model/conversion work are separate model integrations, not the same fix." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step-3.7-Flash infrastructure and OpenVINO exporter work address unrelated functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "A new model integration is not a duplicate of exporter support for OpenVINO." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model addition and Neuron SFT scripts/training tweaks are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 model onboarding and a torch-compile backend default for Neuron are different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "A model addition and RoPE test/implementation changes do not share the same underlying bug or feature." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter support and Neuron finetuning scripts target different export/training workflows." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47035", + "accept": false, + "reason": "Exporter work and torch-compile backend defaulting for Neuron are unrelated code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47003", + "accept": false, + "reason": "RoPE test improvements are not the same change as adding an OpenVINO exporter." + } + ] + }, + "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": 33, + "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": "6aeb0e269fe4276653b710d6dda770add1f72a4fc04a11681df1193e7cfa885d", + "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": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs modify different code paths, model families, docs, and tests, so there is no single underlying change to deduplicate.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because they address distinct features rather than the same bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes: 40755 adds TimesFM forecasting with covariates across TimesFM code/docs/tests, while 41224 adds DINOv3 image classification support. They do not fix the same code-path problem and would not 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": 3, + "component_count": 33, + "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": 33, + "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:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "963510786e397a0cbea16fbabddec30af985eb0c73417e8646a6b540f37106a8", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one pair looks like a real duplicate: the two `fixed_cross_entropy` PRs against `loss_utils.py`. The rest are merely theme-adjacent (same broad subsystem or different model/feature work) and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative of the duplicate pair: it directly targets issue 43240 and makes the concrete `cross_entropy` forwarding fix in `loss_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative because it is the clearest, issue-linked fix for the actual bug in `fixed_cross_entropy`, while the competing PR is just an alternate formulation of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different problems: Mistral tokenizer API gaps vs ExecuTorch dynamic-shape export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes to tokenizer methods vs adding MobileLLM model support." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and a new model addition are different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper kwargs vs MobileLLM model implementation; no shared bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper forwarding fix and Mistral4 test/model work are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests are unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different code paths and features: export testing vs new model support." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model support vs Falcon output-interface refactor; not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill scaffolding are different scopes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon forward-interface refactor and Mistral4 test fixes do not address the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test stabilization and CLIP-like `layrnorm` renaming are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests and chat response parsing updates are unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 testing work and adding a TDT loss kernel are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution ordering fixes are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation and a model-creation skill are distinct artifacts, not duplicate fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `src/transformers/loss/loss_utils.py` code path to forward supported `cross_entropy` kwargs; they are alternate fixes for the same bug and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: the only clearly duplicate pair is the two `fixed_cross_entropy` PRs in `src/transformers/loss/loss_utils.py`, and the rest are conservatively treated as theme-adjacent rather than duplicates. The accepted pair is plausibly mergeable into a single bugfix PR, and none of the rejected pairs are overstated as the same change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "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": "8ceabc7cfe7b1f0ce49828cc5f94d07bdecabede61563396f5e895ba91ba64f0", + "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 open PRs both update GitHub Actions workflow dependencies, but they address different components: one is a broad Node 24 compatibility bump for core actions, the other is a Docker build-action version upgrade. They overlap in workflow files, not in the underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader workflow-actions compatibility update and is more representative of the Node 24 migration work; PR 42976 is a separate Docker build-action upgrade.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative PR for general GitHub Actions maintenance, but it should not be treated as a duplicate of PR 42976 because the concrete changes differ.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are not the same fix. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 bumps docker/build-push-action for Docker image workflows. Shared workflow filenames alone are not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "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": "7c6b6278cd2ba765ffc9929369e596aded56a5d5db5b5801423060e135a05155", + "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": "All four pull requests are separate model-addition efforts; they share only generic Transformers boilerplate and auto-registry/docs updates, not 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": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and codepaths: ViT NEPA vs Molmo. Shared docs/auto-mapping boilerplate is not enough to treat them as one PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated additions: ViT NEPA versus CTSM. The overlap is only framework plumbing, not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model integrations with different implementations and tests; not a mergeable duplicate." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model feature PRs. Similar auto/doc updates do not indicate the same underlying work." + } + ] + }, + "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": 33, + "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": "737c50bdc5f500ba5a85865d04b1778ecab5a91d5ff02848c0c034acb5e83ead", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "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 with generic titles; the only real duplicate-style pair is the two YOLOS fixes for the same device_map mismatch path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46886 is the clearest representative: it has the explicit issue target, a specific title, and a focused fix for the YOLOS device mismatch bug.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46886 is the best cluster representative because it is the most precise and directly tied to the underlying YOLOS bug, while the others are either unrelated or broader/test-only.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are vague test-related PRs with different models and different changes; the similarity is only the generic \"fix\" style." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer test fix vs FP8 dequant/loading fix; completely different code paths and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test cleanup and generation/watermarking/cis fix are unrelated changes in different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test issue and YOLOS device mismatch are unrelated model-specific fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test failures in CLIP/ViT are not the same underlying issue as the Phimoe CI/runtime memory-limit fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different models and different failure modes; one is test-only, the other is FP8 loading/dequant behavior." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test adjustments are unrelated to generation config validation and watermarking conversion." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "These touch different models and different bugs; same generic title style is not enough to merge them." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading changes and Phimoe integration test CI fixes do not address the same code-path problem." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated fixes: FP8 dequant logic versus generation/watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization/loading and YOLOS device placement are distinct bugs in different areas." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation changes are unrelated to CI resource patching for Phimoe tests." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different subsystems and different failures; not the same underlying change." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI/device-map test infrastructure fix is unrelated to YOLOS runtime device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map=\"auto\" device mismatch issue in the same file; 46922 adds an extra device move but could plausibly be merged into the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only mergeable same-bugfix pair is the two YOLOS PRs sharing issue target 46869 and the same file; the other pairs are reasonably treated as distinct changes in different subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "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": "e558b1f716a65659279b6a7e6871209204c88b0f71cd0b6f3fee0b3ad71f43c2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct \u201c[don\u2019t merge]\u201d PRs for different repo-bot/workflow/test tweaks, not duplicates of the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true duplicate of the others, but #43532 is the broadest and most representative of the workflow/test-harness area, so it is the best single cluster representative if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "#43532 has the richest context and the widest surface area across workflow automation, testing utilities, and a model test, making it the most useful representative of this non-duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different concrete changes: #43488 is about packaging/versioning and a Vi test, while #46747 only changes the PR security-gate workflow trigger. Same broad repo area, but not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "#43488 tweaks setup/dependency metadata and a test file; #43532 rewires several CI/workflow files plus testing utilities. They do not fix the same bug or change the same code path." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "#43532 is a broad workflow/comment-ci refactor with test harness changes, whereas #46747 is a single-workflow trigger change for the security gate. Related subsystem, but not one mergeable duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "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": "c09399cc8967c6f60d5fd663c3ce14540f898d2abc73c7702a90e98eff9714a7", + "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 PRs are related only at the framework level: both add new segmentation pipelines and register them in shared docs/metadata, but they implement different features and different pipeline files/models. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader representative of the visual-segmentation addition, but it is still a distinct feature from 43612 and not a duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation. They share registration/docs plumbing, but the actual pipeline modules and model integrations are different, so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "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": "b39a1ab4a904dd43a1c8e569705d43ab31b2610e82932a8de6800f76628f8f4e", + "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": "These PRs touch the same file but address different trainer concerns: 43651 changes gradient-accumulation loss scaling in `training_step`, while 43663 extracts signature-column logic for model input filtering. They are not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more central trainer behavior change, but the two PRs are still distinct and should not be merged as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and purposes: loss scaling vs. signature-column filtering. Sharing `trainer.py` is too broad to treat as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "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": "dd6bda6feff49ad8730af3c59c712435473013f4d7bd8e3c70abc9324161b9e2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and mention TypeAdapter, but they appear to fix different NameError scenarios. PR 43842 is the more focused pydantic-absence fix; PR 43656 looks like a separate typing/annotation cleanup in the same module.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the better canonical PR because it explicitly targets the concrete crash mode in the title and diff: TypeAdapter NameError when pydantic is not installed, with a minimal, focused patch.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative of the cluster because it addresses a specific user-facing failure mode with the clearest and smallest change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar wording, but different fixes: 43656 changes annotation behavior/import typing cleanup, while 43842 specifically guards TypeAdapter behind TYPE_CHECKING for the missing-pydantic case. They are not the same underlying bug/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": 12, + "component_count": 33, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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"summary": "This cluster is mostly a broad family of model-specific output-tracing refactors, not one duplicate PR. The only clear duplicate-like pairs are within the same GPT-J/CodeGen and GPT-Neo code paths; most cross-model pairs are separate changes and should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the best cluster anchor: it is a focused, explicit output-tracing refactor with a tracking link and concrete GPT-J/CodeGen code-path changes, making it the clearest representative of the shared pattern.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the strongest representative of the recurring standardized output-tracing work. It is explicit, concrete, and broad enough to summarize the core refactor without conflating unrelated model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (FNet/CVT vs GPT-J). Same high-level refactor pattern, but not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations (FNet/CVT vs DeBERTaV2). Not a duplicate change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; these are plausibly one combined PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different backbones (ResNet/RT-DETR ResNet vs EfficientNet). Not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same refactor theme is too broad to call them duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated implementations. Not the same concrete change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are different model families with different output paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families (GPT-J/CodeGen vs MGP-STR). Same pattern, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different implementations; not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing migration in the same model family and code path; these could be merged into one PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different code paths, so this is not a duplicate pair." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are related but distinct model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model families; not the same underlying bug/change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J is not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model families and separate refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different families; not the same bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families; same refactor style is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM is not the same concrete change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different vision backbones and different output paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different backbones; same refactor theme is too broad." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBert are unrelated model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44056", + "accept": false, + "reason": "SegFormer and MPNet are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "SegFormer and TextNet are different vision/text model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTaV2 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are unrelated implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration on the same implementation; 44722 is effectively an expanded variant of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file family; these could be consolidated into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model families; not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet/RT-DETR ResNet are different model families and different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are unrelated code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is supported by the packet: the cluster is a broad set of model-specific output-tracing refactors, and the accepted soft-edge pairs are limited to closely related GPT-J/CodeGen and GPT-Neo changes that look mergeable into single same-bugfix PRs. The rejected cross-model pairs are conservative and grounded in distinct model families/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "b6e7538cf8726027249d12d25939921feeb4ed803b9f6e408d139403787d4019", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84112, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all implement the same broad refactor pattern\u2014migrating model forwards to standardized output tracing\u2014but they are model-specific changes, not duplicates of the same underlying fix. None of the soft edges should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; as a representative PR, 44073 is a clear, self-contained example of the standardized output-capture refactor with explicit model-level tracing setup.", + "best_issue_reason": null, + "best_pr_reason": "44073 is the most straightforward cluster anchor: it clearly introduces the capture_outputs/can_return_tuple refactor for a single model and reads like a canonical instance of the pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor theme, but MPNet vs VisualBert are separate model implementations and the code changes are model-specific, so they are not the same underlying PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both adopt standardized output tracing, but one is MPNet and the other is TextNet; these are distinct model-specific migrations, not one mergeable duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; the similarity is only the shared decorator migration pattern, so this is not a duplicate change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output handling, but SqueezeBert and SpeechT5 are different models with different forward signatures and tracing needs, so they are 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": 14, + "component_count": 33, + "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": "56f4f6fb19d870203767ff4aace1a411facb9e8a0322127118a8ae85cbcf546b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all thematically similar output-tracing refactors, but they touch different model families and code paths. 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not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs SpeechEncoderDecoder is only superficial similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different implementations, not the same bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; no shared concrete defect." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder refactor is unrelated to Mamba tracing plumbing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different output behavior; only the refactor motif matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated changes to different forward methods." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and DepthAnything do not share the same concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures; 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if forced to pick the stronger standalone PR, PenguinVL looks more mature and broadly reviewed, while Voxtral TTS is draft-level and issue-linked. 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The shared files are generic auto/docs registration plumbing, which is not enough to indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "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": "592e0af322ac0367c92d7f6a16512c4cc017d004c8cab2c902ab6e809fb11e59", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related by the general theme of module/kernel fusion, but they are not the same underlying change: one adds a generic Module Fusion API, while the other implements n-to-1 fusion through KernelConfig and integration hooks.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the broader foundational change: it introduces the generic Module Fusion API and new fusion abstractions, whereas PR 45363 is a separate, more specific KernelConfig-based implementation path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best representative of the cluster because it is the central API-level fusion feature rather than a downstream application of that idea.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different concrete changes and code paths: generic module-fusion API vs. n-to-1 kernel fusion via KernelConfig; related area, not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "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": "98db58e7236caab0dd00d21e193fd0b100253607a29e29cfb677825be27e7bf7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex patch bug in the same code path (`_patch_mistral_regex`) against the same file and issue target; 45317 is the more complete version because it includes tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete representative of the duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR candidate because it directly addresses the bug, shares the same issue target, and adds regression tests in addition to the code fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same target issue, same changed implementation path; 45317 simply adds tests to the same fix and could plausibly subsume 45086." + } + ] + }, + "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": 33, + "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": "b7b26d5f4e3752c755cef19578e32f13ebe79d404349b0df34b98bff06d81395", + "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 PRs are related to NemotronH model work, but they target different changes: one is a refactor/inheritance and conversion-mapping update, while the other introduces separate NemotronHDense/NemotronHSparse models plus docs, auto-mapping, and tests. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete model-family change and includes the user-facing docs/tests and auto-mapping updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest overall candidate for the cluster since it covers the main architecture split and is more likely to subsume the surrounding NemotronH model work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different underlying changes: #45115 is a refactor to inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 adds dedicated NemotronHDense/NemotronHSparse implementations, docs, and tests. Shared files alone are not enough to merge them 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": 19, + "component_count": 33, + "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": "1147195d3c0d767589ff8da7da89ba4b34aca56ac1e75296fcb00e2213369458", + "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 related PRs for heterogeneous model work, but not the same change: one adds per-layer configuration only, while the other includes configuration plus modeling/cache/masking support. Overlap is substantial, yet they are not strict duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader feature PR and subsumes the configuration work while also adding the modeling-side implementation, so it is the better canonical representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 best represents the underlying effort because it covers the full heterogeneous-model feature set rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share the heterogeneous configuration docs and core config files, but #45332 extends into modeling, masking, cache, and skip utilities while #45333 is limited to configuration support. That looks like a subset/dependent PR, not the same concrete change that could simply be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "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": "5ea57ae5a48d6fd6a9d66f2e1b315733ebf6e19bdaf12279547041b322cbeab2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad repo-wide type-checking pass across many `src/transformers/*` files, while #45425 adds shared typing helpers/protocols and related fixes centered on `_typing.py`, `modeling_utils`, and a few integrations. They are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs overlap on typing infrastructure but target different code changes and would not plausibly be merged as one duplicate fix.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the more self-contained representative of the typing work because it introduces reusable typing protocol definitions and related fixes, whereas #45415 is a much broader type-checking sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing theme and a few filenames, but different concrete scope and purpose: one is a mass type-checking cleanup, the other adds typing protocols/helpers and targeted fixes. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "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": "6e8726ae5e98f927e0308f387faf72fd8402133cfa90fe5510c7c39c5234b3a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to expert-parallel loading, but they fix different bugs in different code paths/backends: one is about EP + DeepSpeed ZeRO-3 config/launch handling, the other about EP + FSDP2 expert parameters being overwritten during loading. Not a duplicate pair.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a concrete parameter-loading corruption path with explicit model-loading and sharding logic changes, whereas 45548 is a narrower accelerate/ZeRO-3 configuration-loading fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific, high-impact EP/FSDP2 bug where experts can be silently overwritten during load, with code changes directly addressing the affected path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention EP and loading, but the failures differ: 45548 is about DeepSpeed ZeRO-3/accelerate-launch and serializing distributed_config, while 45662 is about FSDP2/rank-0 broadcast overwriting expert weights. Different concrete bugs and not safely mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "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": "d14b567117447ea46e4916d308a1d6565632ec8b519f0458eef8b42de82769fd", + "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-safe captured_info logging problem in transformers testing utilities. PR 45645 appears to subsume 45639 by adding the same worker-safe output-file change plus CI workflow updates to collect multiple captured_info files, so they are duplicate/overlapping change candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete representative: it contains the xdist-safe testing_utils fix and also updates CI log collection to handle multiple captured_info files, covering the broader end-to-end change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it includes the core bug fix and the downstream workflow adjustment needed for the new file naming scheme; 45639 is a narrower subset of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for captured_info output. The second PR extends the first with compatible workflow handling, and both could plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "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": 24, + "component_count": 33, + "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": "cc94ecc36c4d189990d857999946a81163151d4c5be55f513aa2a3e25b9d19f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one is a CI/telemetry and model-config related change, while the other is a test migration adding DDP/kernel test coverage. They share only broad testing/infra context, not the same concrete bug or code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the more self-contained and concrete change set; PR #45932 is a broader, unrelated testing/CI/workflow mix and is a poor representative for duplicate clustering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the diffs target different problems and code paths. #45932 changes CI secrets/workflows and several model files, while #46100 adds kernel-test migration files and vit-related tests. Shared testing context is too broad to treat 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": 25, + "component_count": 33, + "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": "f810362454c97ee363a1622aad19a57ead811fc3adc217c4d7a9ee0abfe0b1de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in a few distributed filenames, but they are not the same concrete change: #46126 is a focused EP/trainer integration patch, while #46269 is a broad distributed branch base touching many unrelated distributed areas. This is not a safe duplicate/merge candidate pair.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the better canonical representative because it is the narrowly-scoped, concrete EP + Trainer integration change with a clear code-path purpose.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best fit overall: it targets one specific distributed/MoE behavior, whereas #46269 is an umbrella base branch spanning many features and subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: shared distributed filenames are not enough here. #46126 implements a specific EP routing/trainer integration change, while #46269 is a broad distributed branch base touching many areas and is not plausibly a single merged fix with #46126." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "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": "039c22a6ed1349477446f7d3f0ee9443b70764e38852a0308be8d0b405eaec2c", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated workflow-chore PRs, plus a small family of similarly titled pr-ci-security-gate changes. I found no true duplicate pairs; the soft similarities are mostly generic CI/security hardening overlaps rather than the same concrete fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and representative change in the security-gate mini-cluster: it adds the actual checkout/diff-based check logic, whereas nearby PRs are follow-up permission/secrets tweaks or comment-only updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best standalone PR in the set because it implements a concrete security check with clear functional impact; the other PRs are narrower workflow adjustments or unrelated CI chores.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concerns: stdin handling in self-comment CI vs PR security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different concerns: stdin handling in self-comment CI vs security-gate permissions/approval changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Comment-only reusable-workflow note vs stdin input handling; not the same fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Secrets-handling tweak in the PR security gate vs stdin input handling in self-comment CI; unrelated." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows: PR comment stdin handling vs commit-message parsing for build-image tagging." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark trigger condition; different workflows and bugs." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner hardening vs anti-slop workflow edit; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening vs reviewer assignment workflow; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH-runner security tweaks vs PR security-gate logic; different code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH-runner security tweaks vs PR security-gate permissions/approval changes; different code paths." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop workflow edit vs benchmark trigger edit; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop workflow edit vs reviewer assignment workflow; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop workflow edit vs build-ci-docker-images commit-message logic; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop workflow edit vs PR security-gate logic; different concerns." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment workflow vs benchmark trigger workflow; unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Reviewer assignment workflow vs build-image tag logic; unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Reviewer assignment workflow vs PR security-gate logic; unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark scheduling/dispatch vs build-image tag detection; different workflows and fixes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark trigger edit vs PR security-gate logic; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-image tag parsing vs PR security-gate checks; different workflows and different problems." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-image tag parsing vs security-gate permissions/approval changes; unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but 46554 adds checkout/diff-based security checks while 46558 only adjusts permissions and approval gating; related, not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "46563 is a comment-only note about reusable-workflow safety, not the same functional change as 46554." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "46554 changes the gate logic; 46716 only removes inherited secrets from the reusable workflow call." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval tweak vs comment-only note; not the same bug or change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval tweak vs secrets removal; related hardening, but different concrete changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only note vs secrets inheritance change; not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci-docker-images commit parsing vs reusable-workflow safety note; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner hardening vs reusable-workflow safety note; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-image commit parsing vs secrets inheritance change in the PR security gate; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH-runner hardening vs secrets inheritance removal in the PR security gate; 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": 27, + "component_count": 33, + "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": 28, + "component_count": 33, + "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": "2dbed949d3ad5689a3cbeb523c2a3b49bd43fff3dccac956e3da75218434cb1d", + "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": "These are two separate security-hardening PRs for different model-loading paths: one blocks path traversal in sharded checkpoint filenames from `weight_map`, the other blocks traversal in the `transformers_weights` config field. They share a theme, but not the same underlying bug or mergeable change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single canonical PR: PR #46281 fixes sharded-checkpoint shard file resolution in `src/transformers/utils/hub.py`, while PR #46890 validates an explicit `transformers_weights` path in `src/transformers/modeling_utils.py`. Different code paths, different inputs, different fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal mitigations, but they target different loaders and different metadata fields (`weight_map` shard names vs. `transformers_weights`). The diffs do not indicate the same concrete bug or a PR that could reasonably be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "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": "645d93ce3d204fa13c4ff2cbc277ca41fde505c8aff44252432dfff1b0e4dffc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs address unrelated tokenizer bugs in different code paths: CodeLlama decode-space stripping vs. AutoTokenizer selecting the wrong class for certain DeepSeek checkpoints. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46580 is the better canonical representative for this cluster because it targets the central AutoTokenizer resolution logic and fixes a clearer class-selection bug with explicit checkpoint-prefix handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #46580 is the strongest standalone PR in the set: it has a well-scoped failure mode, explicit checkpoint targeting, and a broader user impact than the CodeLlama decode fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: one changes CodeLlama decoding behavior, the other changes AutoTokenizer class selection for DeepSeek checkpoints. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "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": "c9a1ec26cc91ef350489f1e2d2578c1ad1bdd3341c845f07f45cb73791e3526e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are only loosely related through generation/cache code, but they fix different bugs: cache-layer validation, prompt lookup length capping, and empty-list validation in generation logits processing. No duplicate cluster is present.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46993 is the strongest standalone bugfix in the set: it corrects prompt lookup decoding exceeding max_length with a targeted code-path change and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different problems in different code paths: QuantizedCache layer-type validation vs prompt lookup decoding length capping. Shared generation/cache context is too broad to treat as the same change." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but one fixes prompt lookup max_length behavior while the other adds validation for empty token lists in bad_words_ids/sequence_bias. They are not the same underlying bug or mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "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-47016-3", + "nodes": [ + "pull_request:47016", + "pull_request:47048", + "pull_request:47066" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048", + "pull_request:47016|pull_request:47066", + "pull_request:47048|pull_request:47066" + ], + "prepared_review_unit_hash": "2c30cab3009395a8f0e48631e954b6d2bff4150cb2ad3ac8851a7dcde1f1c4ac", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7336, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7336, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all address the same failure mode: SciPy Hungarian matching can crash when the cost matrix contains NaN/Inf, usually from AMP/fp16 overflow. PR 47048 and 47066 are close duplicates at the bug-fix level across different object-detection model matchers; PR 47016 is the same symptom but in a separate RT-DETR code path.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47048 is a strong representative of the cluster because it fixes the non-finite cost-matrix crash in two matcher implementations with a clear, shared guard and tests, making it a good anchor for the broader bug class.", + "best_issue_reason": null, + "best_pr_reason": "PR 47048 is the best single PR to keep because it directly patches the Hungarian matcher failure in a reusable object-detection loss path and is broad enough to represent the underlying defect without overfitting to one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "Same symptom, but different model-specific matcher paths (RT-DETR vs DETR/Grounding DINO). They are related but not the same concrete code path, so I would not dedupe them." + }, + { + "left": "pull_request:47016", + "right": "pull_request:47066", + "accept": false, + "reason": "Both guard against infeasible cost matrices, but they patch different matcher implementations in different model families. Too broad to treat as the same PR." + }, + { + "left": "pull_request:47048", + "right": "pull_request:47066", + "accept": true, + "reason": "Both PRs fix the same concrete bug class in Hungarian matching: non-finite cost matrices causing scipy linear_sum_assignment to fail. The changes are highly analogous and could plausibly be merged into one broader PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "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-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "33c160948750802429a005a4d7e8fc1aef7c7ec8dd3a9f28fd0a4dad3d197c90", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xLSTM forward-path crash family in training mode around `return_last_states`/`use_cache` handling in `modeling_xlstm.py`. PR 47046 looks like the broader, more complete follow-up, while 47026 is the narrower earlier fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47046 is the better canonical PR because it addresses the same xLSTM train-mode crash path but with a broader fix surface (`return_last_states=False` and `use_cache`) and adds tests, making it the more complete representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 47046 is the best overall representative of the cluster since it covers the core xLSTM train-mode failure and extends the fix beyond the narrower crash in 47026.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": true, + "reason": "Same xLSTM `modeling_xlstm.py` train-mode crash area, same issue target, and overlapping `return_last_states=False` forward-path fix; 47046 appears to be a broader version of the same underlying bug rather than a different 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": 33, + "component_count": 33, + "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-47032-6", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "1b146a42b690a13e4f491e6ba45f156c18e1b8bf26876983fb294777d5d7a17b", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all multimodal/pipeline-processing related, but they address different concrete bugs: stop-sequence forwarding, audio format validation, generation-kwarg routing, batched decoding, input-key normalization, and Gemma4 placeholder checks. They share subsystem overlap, not a single underlying change.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47051 is the broadest pipeline-level representative: it changes multimodal generation kwarg routing in both AnyToAny and ImageTextToText, matching the shared pipeline-handling theme better than the model-specific fixes.", + "best_issue_reason": null, + "best_pr_reason": "47051 is the strongest global representative because it touches the core multimodal generation pipeline behavior and spans more than one pipeline implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Same area of code, but different bugs: 47032 fixes stop_sequence -> stop_strings handling, while 47051 routes direct generation kwargs. They are not the same concrete change." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Unrelated features in different processors: stop-sequence handling for image-text-to-text vs audio-format requirements in Voxtral." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Both involve audio, but one validates Voxtral transcription audio formats and the other validates Gemma4 audio placeholders. Different code paths and fixes." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "Voxtral audio-array encoding and AnyToAny input-key normalization are separate bugs with no shared concrete fix." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Both touch AnyToAnyPipeline, but 47051 forwards generation kwargs while 47074 normalizes multimodal input keys. They would not merge as one PR." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "Different subsystems and bugs: generation-kwarg forwarding in multimodal pipelines vs Qwen Omni batched text post-processing." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Different concrete problems: Qwen Omni output decoding for batched text vs AnyToAny input-key normalization." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Qwen Omni batched post-processing and Gemma4 audio placeholder validation are unrelated processor fixes." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "AnyToAny input normalization and Gemma4 processor placeholder validation are distinct changes in different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/manifest.json b/snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..064a206ce1587c842fd8a8eefd9180ca54fd4463 --- /dev/null +++ b/snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260705t000031z", + "artifacts": { + "hybrid": "snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-05T00:05:54Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260705T000031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260705T000031Z/manifest.json b/snapshots/20260705T000031Z/manifest.json index a68c604056e9b64e09a6077c508117864063da8b..81db15b0b48cf2276f418e5399858ca9fe71383d 100644 --- a/snapshots/20260705T000031Z/manifest.json +++ b/snapshots/20260705T000031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 75 }, "extracted_at": "2026-07-05T00:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260705t000031z", + "runs": { + "hybrid-model-20260705t000031z": { + "analysis_id": "hybrid-model-20260705t000031z", + "artifacts": { + "hybrid": "snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260705T000031Z/analysis-runs/hybrid-model-20260705t000031z/manifest.json", + "model": null, + "published_at": "2026-07-05T00:05:54Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260705T000031Z", "watermark": {