diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ea8a7328bbaba55e5ed8ee35355ae6d686e5ce18..cdc087bf70821c54316ad85cf4efa8f904215be1 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260618T120025Z", - "generated_at": "2026-06-18T12:11:42Z", + "snapshot_id": "20260618T180024Z", + "generated_at": "2026-06-18T18:07:38Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1169,11 +1169,11 @@ { "left_pr_number": 41116, "right_pr_number": 45613, - "code_similarity": 0.788, - "size_similarity": 0.859, + "code_similarity": 0.811, + "size_similarity": 0.9, "file_overlap": 0.75, - "area_overlap": 0.838, - "patch_similarity": 0.65, + "area_overlap": 0.882, + "patch_similarity": 0.648, "shared_filenames": [ "docs/source/en/_toctree.yml", "docs/source/en/model_doc/minicpm3.md", @@ -1278,7 +1278,7 @@ "left_ranges": [ [ 1, - 576 + 575 ] ], "right_ranges": [ @@ -1293,7 +1293,7 @@ "left_ranges": [ [ 1, - 422 + 354 ] ], "right_ranges": [ @@ -1308,7 +1308,7 @@ "left_ranges": [ [ 1, - 134 + 135 ] ], "right_ranges": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 37120181f3f8dbc05c95485fbb39ba6f9668acd9..e2c5b7cdaa53013aa51f1fcf568d0fe976039e3f 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": "20260618T120025Z", - "generated_at": "2026-06-18T12:11:42Z", + "snapshot_id": "20260618T180024Z", + "generated_at": "2026-06-18T18:07:38Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -503,8 +503,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -883,8 +883,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -1204,8 +1204,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -1547,8 +1547,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -1848,8 +1848,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -2191,8 +2191,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -2505,8 +2505,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -2848,8 +2848,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -3160,8 +3160,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -3493,8 +3493,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -3807,8 +3807,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -4115,8 +4115,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -4427,8 +4427,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -4745,8 +4745,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -5056,8 +5056,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -5371,8 +5371,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -5669,8 +5669,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -6047,7 +6047,7 @@ "issue:42490|issue:43257", "issue:39692|issue:44912" ], - "prepared_review_unit_hash": "b48e0ca88dd503c72743278bd99f04809a42b5b61750c8c39e3b55bef1d484c1", + "prepared_review_unit_hash": "a9d64454ebc4182064c4bbba97fd072a81e82544e803615cb4221fbe4766f9a6", "component_budget": { "node_count": 479, "item_count": 479, @@ -6069,180 +6069,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the issues are mostly unrelated model-loading, processor, training, quantization, and environment bugs. All soft edges should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45020 is the broadest loading-regression report, but the cluster is too heterogeneous for any issue to be a true canonical duplicate target.", + "summary": "The cluster is very heterogeneous: most pairs share only broad subsystem overlap (tokenizers, processors, loading, quantization) but not the same concrete defect. I would not merge any of the suggested soft edges.", + "confidence": 0.18, + "canonical_issue_reason": "No clear duplicate set emerges; if one issue must represent the cluster, issue 45020 is the broadest regression report and most likely to summarize a general transformers-loading breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; 45020 is only a loose umbrella, while most others are model- or component-specific failures with different root causes.", + "best_issue_reason": "Issue 45020 is the best umbrella candidate because it is broad, user-facing, and about a version regression that could subsume multiple loading-path failures, whereas most other issues are narrower or model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access bug and CLIP text-model structure inconsistency are unrelated." + "reason": "Different bugs: unsafe sys.modules access vs CLIP text-model structure inconsistency." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue and MXFP4 quantization fallback are different code paths." + "reason": "Unrelated: BigBirdTokenizer special-token decode bug vs BitNet MXFP4 loading/quantization fallback." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processing bugs, but one is Swin2SR over-padding and the other is Aria patch counting; different defects." + "reason": "Both are image-size handling issues, but they affect different processors and different failure modes." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent/STE mismatch are unrelated." + "reason": "Different code paths: audio chat-template sampling-rate default vs DAC latent reconstruction mismatch." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are different backend failures." + "reason": "No shared defect; Apple Silicon allocator warmup TypeError is unrelated to CUDA AMP loss crashes." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM load error is not the same as the broad remote_code regression." + "reason": "A specific key error on one model is not the same concrete bug as a broad remote_code regression." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + "reason": "Different components entirely: float8 storage lookup vs PIL backend torchvision dependency requirement." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4 processor _tokenizer error are distinct tokenizer/processor bugs." + "reason": "Both are loader/processor attr errors, but they hit different models and different missing attributes." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope-index scaling bug are different model behaviors." + "reason": "Different models and different logic: weight_only loading error vs rope index scaling bug." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import error for Gemma4 loading and the other is continue_final_message behavior; not the same bug." + "reason": "Same external dependency appears, but the defects are different: import failure vs continue_final_message behavior." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "The tied-weights warning issue in Qwen3-Next is not the same as the LoRA warning for Qwen3.5-27B." + "reason": "Related warning theme, but one is an incorrect tied-weights implementation and the other is a user-facing config warning during fine-tuning." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error and CLIPTokenizer max-length bug are unrelated." + "reason": "Completely unrelated: template compilation TypeError vs tokenizer model_max_length handling." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and MXFP4 quantization fallback are different problems." + "reason": "Different failures in different execution paths: torch.compile/SDPA vs quantization load fallback." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-token helpers and removed config references are unrelated maintenance/logic bugs." + "reason": "No common bug; multimodal token counting and auto_mappings config references are separate problems." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit reduce_labels bug and RTDetrV2 output drift are unrelated." + "reason": "Different models and symptoms: label reduction bug vs RTDetrV2 output mismatch in v5." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling and a tokenizer-loading regression for one model are different from from_pretrained failures." + "reason": "Both involve loading, but one is gguf_file support and the other is a tokenizer regression for a specific model." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction and MPS attention correctness are unrelated." + "reason": "No overlap beyond being bugs; image processor label reduction is unrelated to MPS attention correctness." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE loading/conversion and multimodal video-token math are unrelated." + "reason": "Different subsystems: MoE weight conversion during accelerate/deepspeed loading vs multimodal token counting." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import error and custom compute_loss signature breakage are different API regressions." + "reason": "Distinct regressions: import path breakage vs Trainer custom compute_loss signature change." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization failure are not the same issue." + "reason": "Both are v5 breakages, but one is a specific import error and the other is a notebook custom-model initialization issue." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of issue 38071 and FP8 inference failure on B200 are unrelated." + "reason": "Unrelated issues; isolated reproduction of an older bug is not the same as FP8 inference on B200." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent mismatch and DiaConfig save/load token-ID loss are distinct bugs." + "reason": "Different defects: DAC forward/from_latents mismatch vs config save/load dropping token IDs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and PIL backend torchvision requirement are unrelated." + "reason": "No shared underlying bug; Qwen3-MoE sliding window and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO3 index error and evaluate-after-train failure are different training pipeline bugs." + "reason": "Trainer lifecycle error and deepspeed zero3/Bert initialization issue are not the same concrete problem." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing tensorflow in a torch install extra and kernels dependency import failure are unrelated packaging issues." + "reason": "Different package/entrypoint regressions: extra dependency selection vs kernels version requirement in pipelines import." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "Different areas and failure modes: packed-weight unpacking vs image processor output size mismatch." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash import warning and Qwen3 MoE weight conversion failure are different loading bugs." + "reason": "Local path import warning and Qwen3 MoE loading/weight conversion are unrelated." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc example errors and MXFP4 quantization fallback are unrelated." + "reason": "Both mention quantization, but they concern different models and different bugs, so they are not duplicates." } ] }, @@ -6261,8 +6261,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -6538,8 +6538,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -6836,8 +6836,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -7126,8 +7126,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -7426,8 +7426,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -7752,8 +7752,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -8057,8 +8057,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -8355,8 +8355,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -8670,8 +8670,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -8968,8 +8968,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -9353,7 +9353,7 @@ "issue:32090|issue:33290", "issue:25251|issue:32090" ], - "prepared_review_unit_hash": "cd2b1dcb90b7c466078657bf7705e755682361049b29cd05a57449f1ef1ce38d", + "prepared_review_unit_hash": "40c6b234f81296d290f3e63ad420a76ad848e3ea538ffa081f21396218357de5", "component_budget": { "node_count": 479, "item_count": 479, @@ -9375,180 +9375,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated transformer/runtime bugs that only share broad wording like loading, dtype, or flash-attention. I found no convincing duplicate pairs, so I reject all soft edges and treat this as a noisy heterogeneous cluster.", - "confidence": 0.22, - "canonical_issue_reason": "issue:45698 is the strongest anchor in this set: it is open, active, has multiple inbound references, and describes a concrete save/load regression with clear reproduction value.", + "summary": "This cluster is heterogeneous: model-loading, tokenizer, trainer, flash-attention, dtype, and processor issues are mixed together, and none of the soft pairs look like the same underlying bug/change. I found no true duplicate group.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not collapse into one bug. If forced to pick a representative, issue 45920 is the broadest recent regression with multiple references, but it still does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best general duplicate target here because it is currently active, well-discussed, and framed as a specific, actionable loading bug rather than a vague symptom report.", + "best_issue_reason": "Issue 45920 is the least-bad triage anchor because it is open, recent, and has the broadest symptom description with inbound references; however, it is not a true umbrella duplicate target for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both are training-related, but one is a checkpoint-resume failure and the other is a startup/epoch-init failure; different underlying bugs." + "reason": "Both touch training startup, but one is a resume/checkpoint edge case and the other is a FineWeb dataloader/epoch-start failure." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: SigLIP2 docs/processor mismatch versus a position-id key regression affecting many models." + "reason": "Documentation/model-processor mismatch and quantization errors are unrelated to the position-id key regression." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "OOM in Gemma4 multi-GPU inference is unrelated to Swin2SR image processor padding logic." + "reason": "Both involve vision/image workloads, but CUDA OOM in Sam3Video is not the same as Swin2SR over-padding logic." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "One is a feature extractor argument crash; the other is a device-mapping mismatch during forward passes." + "reason": "Different models and failures: unsupported feature-extractor arg vs device-map mismatch during forward." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch and a multimodal feature-length helper bug are unrelated code paths." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "_gpu_broadcast_one NoneType handling and a MacOS bus error in CLIP are different failures." + "reason": "Trainer broadcast NoneType error and Mac bus-error in CLIP loading are different failure modes." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention mixed precision, but they affect different models and different internal paths; not the same bug." + "reason": "Both mention dtype/AMP issues, but they affect different model stacks and concrete code paths." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A path-with-slash import warning is unrelated to a tensor-parallel OOM on a large Qwen model." + "reason": "Local-path import warnings and tensor-parallel OOM on a large Qwen model are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A missing ReLU in DSA indexer is not the same as removing is_torch_fx_available for trust_remote_code models." + "reason": "DSA indexer ReLU discussion is not the same bug as trust_remote_code breaking after removing is_torch_fx_available." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper output length behavior." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is a model-output issue, not the same as unexpected position-id keys." + "reason": "Zero probabilities in SigLIP2 is a model output issue, not the same as unexpected position-id key loading." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Both are model-loading issues, but they involve different models and different breakages." + "reason": "Flash-Attention 2 on XLMRoberta and Llama 3.2 Vision model loading are different problems." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and token-embedding reinitialization are unrelated." + "reason": "Failing Flash-Attention 2 tests and embedding reinitialization after resize are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16/FP32 dtype drift in eval is unrelated to undefined video-token helper variables." + "reason": "Embedding dtype drift in eval and undefined video-token helper symbols are different bugs." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift is not the same bug as Qwen3.5 flash-attention generation failure." + "reason": "v4/v5 output drift for Pegasus and Qwen3.5 flash-attention generation failures do not share the same code path." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer wrong IDs and return_tensors being ignored are separate API bugs." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multimodal iterable-dataset finetuning failure and BEiT label reduction are different processor/training bugs." + "reason": "Multimodal iterable-dataset training failure and Beit label reduction bug are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "A dtype mismatch during train/eval is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Eval-mode gradient checkpointing limitation is distinct from BF16-to-FP32 dtype changes." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug affect different subsystems." + "reason": "Chat-template tool-call crash and video vision_position_ids regression are both multimodal, but not the same bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert model error and a torch.jit.script GeneratorExp export issue are unrelated." + "reason": "German DistilBert issue and torch.jit generator-expression export error are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Qwen flash-attention generation and Gemma4 multi-GPU OOM are different failures." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 decorator/comment parsing failure is different from a missing decorator registration error." + "reason": "Python 3.13 indentation/parser issue in DebertaV2 and Qwen3.5 kernel-registration decorator error are not the same code defect." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention integration failing on s_aux=None." + "reason": "AMP crash in LwDetrImageLoss and flash_attention.py AttributeError on s_aux=None are distinct bugs." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs in config while the other loads the wrong custom module." + "reason": "Saving/loading custom token IDs and loading the wrong custom module after save_pretrained are different serialization issues." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call handling is unrelated to video-processor padding in SmolVLM." + "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are both templating/vision-adjacent but not duplicates." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "A missing flash-attention helper import is unrelated to TensorFlow not being included in a torch-only install." + "reason": "Missing flash-attention helper import and pip extras backend composition are unrelated package/load issues." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast errors and deepspeed Adafactor OOM are different problems." + "reason": "NoneType broadcast error in Trainer and Adafactor+DeepSpeed OOM are different training problems." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast failures." + "reason": "Pipeline top_k output shape change is unrelated to GPU broadcast NoneType failures in Trainer." } ] }, @@ -9567,8 +9567,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -9893,8 +9893,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -10301,7 +10301,7 @@ "issue:43232|issue:43388", "issue:44190|issue:44496" ], - "prepared_review_unit_hash": "17f5b9e38cd08c5bf6be2aaf19f344571828e2b47114c36538b22451051b7e1e", + "prepared_review_unit_hash": "a49beba133e5496107d1f9b6170c15c5e71472093195bbe18f04b75fe7cc21be", "component_budget": { "node_count": 479, "item_count": 479, @@ -10323,174 +10323,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers regressions that happen to share broad themes like loading, configs, or processors. I found no pair that is clearly the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s repeated model-loading regression theme, but the set is too heterogeneous for a true duplicate canonical.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best umbrella-style anchor for triage because it describes a generic loading regression, but it should not be treated as merging the other reports.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: the issues span unrelated regressions across model loading, config serialization, tokenizers, generation, audio/image processors, quantization, docs, and distributed training. None of the soft pairs look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the items cover many unrelated bugs and regressions rather than one underlying problem.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "If one issue must be selected, issue 43611 is the broadest high-level regression report, but it is still not representative of the cluster as a whole.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both mention model initialization, but one is a generic v5 custom-init regression and the other is a specific PatchTSMixer `post_init` policy issue." + "reason": "Both mention initialization hooks, but one is about missing fields with trust_remote_code and the other is about enforcing PatchTSMixer post_init policy; different bugs." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both involve audio/processor APIs, but the failures are different methods and different root causes (`apply_chat_template` sampling rate vs `LasrFeatureExtractor` center arg)." + "reason": "Different processor parameter regressions: audio chat template sampling rate vs an unsupported center argument in a feature extractor." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "No shared code path; Qwen3.5 flash-attention generation and the categories limit error are unrelated." + "reason": "Unrelated failures: Qwen3.5 flash-attention generation vs a category cardinality runtime error." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and bugs: recurrent state reset in a model file vs Whisper processor decode behavior." + "reason": "Different code paths and symptoms: Qwen recurrent-state cache handling vs Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and image-classification positional interpolation are unrelated." + "reason": "Unrelated model families and failures: tokenizer loading vs Perceiver image resizing/interpolation." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they affect different versions, different models, and likely different code paths." + "reason": "Both are loading regressions, but they affect different releases, model types, and root causes; not the same bug." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "A path-slash import warning is unrelated to Qwen recurrent-state handling." + "reason": "Local-path import warning is unrelated to Qwen recurrent state reset in generation." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "`sys.modules` access and DeepSeekV3MoE behavioral divergence are not the same underlying bug." + "reason": "sys.modules access safety issue is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading in BitNet has no overlap with FastSpeech tokenizer loading." + "reason": "BitNet accelerate loading of packed weights is unrelated to FastSpeech2 tokenizer loading." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "One is a packaging/backend dependency issue; the other is a missing import-utils symbol. Not the same bug." + "reason": "Packaging backend selection for torch installs is unrelated to a missing import-utils helper symbol." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A model implementation discrepancy is unrelated to stale docs referencing removed pipelines." + "reason": "A model-implementation discrepancy is unrelated to documentation still referencing removed pipeline APIs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API problems, but they affect different model configs and different missing fields." + "reason": "Both are config/API issues, but they concern different models and different missing fields; not the same underlying defect." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading and sequence-classification loss behavior are unrelated." + "reason": "Tokenizer loading in v5 is unrelated to the single-label classification zero-loss bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer init policy and Qwen video-input regression are different code paths and symptoms." + "reason": "PatchTSMixer post_init policy is unrelated to the Qwen video-input regression." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken constructor misuse and `list_repo_files` revision forwarding are unrelated API bugs." + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files revision forwarding." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope/position-id math and Swin2SR padding behavior are separate vision preprocessing bugs." + "reason": "Both involve image/video preprocessing, but the bugs are different: rope-index temporal scaling vs over-padding in Swin2SR." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos token config mismatch are not the same issue." + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration inconsistency." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "A model forward return bug and generic `ModelOutput` key assignment bug are different failures with different fixes." + "reason": "CLIP hidden_states being dropped is not the same as ModelOutput key assignment when values were previously None." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-RAM loading and Qwen3-VL weight-shape mismatch are different loading problems." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different causes." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Load-time weight mismatch and checkpoint save_pretrained regression are related only by model family, not by the same bug." + "reason": "Both touch Qwen model saving/loading, but one is a shape mismatch during load and the other is a broken save_pretrained checkpoint; not the same issue." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config field loss and GPTNeoX rotary_pct reload persistence are distinct config serialization issues." + "reason": "Missing fields with trust_remote_code is different from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 decorator parsing and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to the DeepSpeed ZeRO3 deque pop error." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A model-load regression for one repo is unrelated to the tensorflow_text backend mapping error." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both touch config shape, but one is a Gemma config API discrepancy and the other is composite Qwen multimodal `from_config` unwrapping." + "reason": "Model loading for physical-intelligence/fast is unrelated to the tensorflow_text backend mapping error." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-states omission and attention-kernel divergence under torch.compile are unrelated." + "reason": "Both are attention/model behavior issues, but one is a CLIP output regression and the other is torch.compile branching divergence; different bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs synchronization and metric label gathering are different utilities with different bugs." + "reason": "Generation kwargs synchronization after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a script and unrecognized model config loading are unrelated." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json error." } ] }, @@ -10509,8 +10503,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -10887,7 +10881,7 @@ "issue:43931|issue:44060", "issue:43673|issue:46421" ], - "prepared_review_unit_hash": "9134bfd18ffee38e844c1aacd4312a8a670cb9521631e6b93452b965c87f4498", + "prepared_review_unit_hash": "5a241dbf00566d99b2bdb304adf640e267799a4de39725e16e7a86b82f601319", "component_budget": { "node_count": 479, "item_count": 479, @@ -10909,171 +10903,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated one-off issues. The chunked-prefill/cache pair (43673, 46421) is only a loose thematic match from titles and should not be treated as a confirmed duplicate on the available evidence.", - "confidence": 0.34, - "canonical_issue_reason": "If a single issue must anchor the cache/chunked-prefill subcluster, issue 46421 is the broader and more generic report, but the evidence is too weak to treat it as a duplicate of 43673.", + "summary": "The items are mostly unrelated transformer issues; the soft links look like loose topical similarity rather than true duplicates. No PRs are present. I\u2019d use the custom-module loading regression as the representative issue because it has the most discussion and inbound references.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 has the strongest signal in the set (highest discussion/inbound references) and describes a concrete, broadly impactful save_pretrained/from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46421 is the best triage anchor for the chunked-prefill/cache theme because it states the problem more generally and has slightly more activity, but it is not a strong duplicate match.", + "best_issue_reason": "issue:45698 is the most central and well-documented bug report in this group; it is a real code-path regression rather than a documentation or model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different concrete failures: processor output-size mismatch versus memory overflow." + "reason": "Different models and failures: processor size mismatch vs SAM3 LiteText memory overflow." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different models and symptoms: CLIP hidden_states regression versus Qwen video-input regression." + "reason": "Different subsystems and symptoms: CLIP hidden_states regression vs Qwen VL video-input regression." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated config/backend issues: StableLm pad_token_idx regression versus tensorflow_text backend mapping error." + "reason": "Unrelated: StableLm config field migration vs TensorFlow text backend registration error." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different subsystems and failures: TensorBoard/TensorFlow backend handling versus a missing import_utils helper." + "reason": "Different backend/package issues: TensorBoard without TF vs missing falcon_mamba availability helper." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal, but the bugs are different: Qwen3OmniMoe video processing versus batched chat-template padding." + "reason": "Both are multimodal/VL-related, but one is a video input ValueError and the other is a batched chat-template padding crash." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Different loading bugs: legacy pretrained-field handling versus wrong custom-module resolution after save_pretrained." + "reason": "Legacy pretrained-field load failure is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different logic bugs: gather_for_metrics truncation versus auxiliary-loss normalization." + "reason": "Different training bugs: metric gathering drops labels vs auxiliary-loss normalization." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different SAM3 problems: dummy Conv2d in the decoder versus CUDA OOM in video inference." + "reason": "Dummy Conv2d placeholder issue is unrelated to the SAM3 video OOM report." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Distinct issues: LoRA merge collapse with extended vocab versus missing mm_token_type_ids defaults." + "reason": "Different regression types: LoRA/extended-vocab collapse vs missing mm_token_type_ids default." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Too little concrete overlap: one is a specific model lacking FA2 support, the other is only a generic flash-attention title." + "reason": "A model-specific unsupported-FA2 issue is not the same as a generic flash-attention problem report." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: janus image-generation test failure versus Qwen3.5 flash-attention generation problems." + "reason": "Different model families and behaviors: janus image-generation test failure vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus test failure is unrelated to CI breakage from removed Sam3LiteText mappings." + "reason": "Test failure on one model is unrelated to auto_mappings CI breakage from removed Sam3LiteText configs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Related cache theme, but not the same bug: cache missing in GenerationMixin versus recurrent states resetting in modular_qwen3_5." + "reason": "Both involve cache behavior, but one is chunked_prefill cache absence and the other is recurrent-state reset in modular_qwen3_5." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different SAM/video issues: image processor lookup versus missing fpn_position_embeddings attribute." + "reason": "Pipeline processor selection bug is unrelated to a missing fpn_position_embeddings attribute on SAM3 video output." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated config issues: missing pad_token_id in Llama4Config versus Qwen3-MoE sliding_window behavior." + "reason": "Different model config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different load paths and models: local dataset loading in a training script versus loading Phi-4 multimodal with latest transformers." + "reason": "Dataset-loading failure in an example script is unrelated to a multimodal model load regression." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Unrelated: embedding resize reinitialization versus local-path trailing-slash import warning." + "reason": "Token-embedding resize reinit bug is unrelated to a path-with-trailing-slash import warning." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different bugs: non-persistent buffers getting junk values versus rotary_pct not persisting on reload." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are unrelated." + "reason": "KV-cache continuation indexing crash is not the same as Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Completely different areas: LlamaConfig head_dim validation versus Swin2SR image padding behavior." + "reason": "Config validation for head_dim is unrelated to Swin2SR image over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code/cache, but the concrete failures differ: leaf-directory collision versus FileNotFoundError from cache loading." + "reason": "Both touch trust_remote_code caching, but one is leaf-directory collision and the other is FileNotFoundError when loading from cache." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still mentioning pipeline() is not the same as a model producing nonsensical outputs with pipeline/AutoModel." + "reason": "Docs still mentioning pipeline() is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and a flash_attention s_aux=None crash are unrelated." + "reason": "Python 3.13 import parsing failure is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different model-loading/tied-weights issues with no clear shared code path." + "reason": "Different Qwen3-related bugs: weight-shape mismatch on load vs an incorrect tied-weights warning." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked-prefill/cache, but the described symptoms differ: cache missing in v5.0.0 versus lazy initialization causing spurious recompilation; the titles alone do not justify duplicate status." + "reason": "Related to cache/chunked prefill, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation; not the same bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly conservative, but the accepted pair issue:43673 \u2194 issue:46421 is overstated. From the packet we only have titles, and they share the chunked-prefill/cache area but describe different symptoms ('cache missing' vs. 'lazy initialization leads to spurious recompilation'). That is not enough to call them a clear duplicate-like match with high confidence. Because the summary says this is the only clear duplicate-like pair, it also overstates the evidence. The rest of the false verdicts look appropriately cautious." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -11172,7 +11163,7 @@ "issue:44521|issue:45381", "issue:45632|issue:46234" ], - "prepared_review_unit_hash": "3a2212a9c4ad1365821836515b3cbcb8bed183b19a021b442f4dc629c2e7f493", + "prepared_review_unit_hash": "9874ef5905e302545ac69f24e66181caebcc654e13c527a90f0e35a55589bf80", "component_budget": { "node_count": 479, "item_count": 479, @@ -11194,198 +11185,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model- and regression-specific issues. The only plausible duplicate/follow-up pair is the DeepSeek tokenizer regression in v5; the rest differ by model, subsystem, or failure mode and should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "issue:44779 is the broadest root report for the DeepSeek tokenizer v5 regression; issue:46489 reads like a narrower follow-up targeting a specific variant and referencing the earlier fix gap.", + "summary": "This cluster is mostly a set of unrelated issue reports across different models, processors, configs, and CI failures. The only likely duplicate pair is the DeepSeek tokenizer regression reports; everything else looks distinct enough to keep separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44779 is the broadest and clearest report of the DeepSeek tokenizer v5 regression, making it the best anchor for the likely duplicate pair with issue:46489.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best cluster representative because it names the underlying tokenizer regression at the right level of generality and can subsume the narrower DeepSeek-Coder v1 follow-up.", + "best_issue_reason": "issue:44779 is the strongest standalone issue to keep because it describes the regression directly and covers the broader symptom, while issue:46489 reads like a narrower follow-up to the same tokenizer problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different models and different bugs: CLIP hidden-state loss output vs MoE load-balancing loss logic." + "reason": "Different models and code paths: CLIP vision hidden-state regression vs MoE load-balancing loss logic." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Unrelated failures: Sam3Video OOM vs Whisper empty transcription handling." + "reason": "Unrelated failures: Sam3Video OOM versus Whisper empty-transcription handling." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning for num_return_sequences is unrelated to empty-transcription generation failure." + "reason": "Different generation issues: a stale warning versus an actual empty-output crash." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both are config/state issues, but one is buffer initialization and the other is rotary_pct persistence; not the same bug." + "reason": "One is buffer initialization corruption; the other is config reload losing rotary_pct." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k shape change and XLM-R with Flash Attention 2 are unrelated." + "reason": "Pipeline top_k shape bug is unrelated to XLMRoberta Flash Attention 2 support." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent image_utils import is a separate API break from Qwen3.5 chat crash." + "reason": "Missing import in image_utils is not the same as a Qwen3.5 chat crash." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer config bug and Python 3.13 IndentationError are different code paths." + "reason": "Config construction bug and Python 3.13 JIT parsing error are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "PatchTSMixer post_init policy and granite_speech strict config loading are not the same issue." + "reason": "Different config-validation problems in different models; not the same defect." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different regressions: multimodal video input handling vs serve KV-cache indexing." + "reason": "Both involve generation, but one is a multimodal video regression and the other is KV-cache continuation indexing in serve." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are unrelated." + "reason": "Qwen2.5-VL video position ids and Sam3-LiteText memory overflow are different bugs in different models." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to the image-classification local dataset loading issue." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in an example script." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "A800 device-mapping assert and 2^24 category limit are different bugs." + "reason": "CUDA assert on A800 and category-count overflow are different root causes." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config creation and local dataset loading are unrelated." + "reason": "A SwitchTransformers config bug is unrelated to dataset-loading failure." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled forward chunked generation inconsistency is not the same as a stale warning message." + "reason": "Compiled chunked-generation inconsistency and a stale warning in paged generate are separate issues." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and OmDet-Turbo processor size mismatch are different model-specific problems." + "reason": "Sam3PixelDecoder dummy conv2d and OmDet-Turbo processor size mismatch do not share the same underlying bug." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc example errors and local dataset loading failure are unrelated." + "reason": "Documentation example problems are unrelated to local dataset loading." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocab and Qwen3.5 visual encoder save_pretrained keys are different serialization/training bugs." + "reason": "LoRA merge with extended vocab collapse is a different code path from incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both mention CI, but one is a stale test and the other is a removed-config mapping reference." + "reason": "Both are CI-related, but one is a stale test and the other is a broken auto_mappings reference." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they affect different processors and different failure modes." + "reason": "Both are video-processing bugs, but the specific failures differ: vision_position_ids vs padding calculation." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Label reduction in BEiT fast processor and Swin2SR over-padding are separate image-processing bugs." + "reason": "One truncates labels; the other over-pads images. Different image-processor bugs." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both report the same DeepSeek tokenizer regression in v5; 46489 is a narrower variant-specific follow-up that points to a gap in the earlier fix." + "reason": "Both report DeepSeek tokenizer regressions on transformers v5+, and 46489 explicitly looks like the same underlying tokenizer-path problem with a remaining gap in the prior fix." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Sam3-LiteText memory overflow." + "reason": "Both mention memory issues, but they are different models with different symptoms and likely different causes." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer API regression and gemma4 embedding resize inconsistency are different bugs." + "reason": "Processor/tokenizer regression and gemma4 embedding-resize propagation are not the same defect." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and Fuyu's bare-except issue are unrelated." + "reason": "XLNet CPU arange work and a bare-except swallowing errors are unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and serve KV-cache continuation crash are different code paths." + "reason": "Qwen3OmniMoe video-input validation failure and serve KV-cache indexing crash are distinct code paths." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure and tensorboard-without-TF backend error are unrelated." + "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend issue." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug and Whisper empty transcription bug are unrelated." + "reason": "Gemma4 embedding resizing and Whisper empty transcription are different model behaviors." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer repo-file selection and list_repo_files revision forwarding are different Hub API issues." + "reason": "Tokenizer.json selection and list_repo_files revision forwarding are unrelated repository-API issues." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "assistant_masks being zeroed is a different multimodal template bug than qwen2.5-vl video position IDs." + "reason": "All-zero assistant masks in multimodal chat templating is a different bug from Qwen2.5-VL video position ids." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "trust_remote_code cache-path collision and missing falcon_mamba utility export are unrelated." + "reason": "Cache-path collision for trust_remote_code and a missing import_utils symbol are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:44779 vs issue:46489, is a plausible same-bug follow-up/variant pair and looks mergeable into one PR. The other verdicts do not overstate duplication." + "feedback": "The assessment is well grounded in the packet. The lone accepted pair, issue:44779 and issue:46489, is supported by closely related DeepSeek tokenizer regression titles, and the rationale stays conservative by framing 46489 as a follow-up/gap in the prior fix rather than a fully proven duplicate. The remaining soft-edge rejections are also cautious and consistent with the issue titles." }, "evaluator_used": true, "retried": false, @@ -11401,8 +11392,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -11706,8 +11697,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -12010,8 +12001,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -12308,8 +12299,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -12606,8 +12597,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -12903,8 +12894,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -13229,8 +13220,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -13543,8 +13534,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -13854,8 +13845,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -14173,8 +14164,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -14499,8 +14490,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -14909,7 +14900,7 @@ "issue:43064|issue:43673", "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "d1d35471ce83876e188e9aa13ba5d8f2fa3962f00d93f642d3f023136d020ee2", + "prepared_review_unit_hash": "0c630868d05223a326e95b88b2c4303a75e4061b25243fb20da33697f85b6e71", "component_budget": { "node_count": 479, "item_count": 479, @@ -14931,180 +14922,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; most items are distinct Transformers bugs/regressions with only loose v5/theme overlap. None of the soft pairs look like true duplicates or mergeable PR-equivalents, so I\u2019d keep them separate.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading to v5.5.0), making it the best cluster anchor among otherwise unrelated bugs.", + "summary": "The set is heterogeneous: most items are unrelated Transformers bugs/regressions in different subsystems (tokenizers, Qwen/GLM, training, docs, imports, image processors). I do not see any soft pair that is clearly the same underlying bug or change, so all candidate duplicate edges should be rejected.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (multiple import errors after upgrading to 5.5.0), so it is the best representative issue, even though the overall cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most generally representative issue here: broad, regression-oriented, and closer to a cluster-level summary than the more model- or component-specific reports.", + "best_issue_reason": "issue:45278 is the most general, cross-cutting failure report in the group and best fits as a cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Import error vs. LayoutLMv3 error-message clarity issue; different bug and code path." + "reason": "Unrelated symptoms: an ONNX import failure versus a LayoutLMv3 validation/error-message issue." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Package/backend dependency issue vs. Python 3.14 load failure; both runtime-related but not the same underlying bug." + "reason": "Different problems: backend extras installation missing TensorFlow versus Python 3.14 loading failure." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs. Qwen3_5 infinite loop on one image." + "reason": "Different model families and failures: SigLIP2 implementation mismatch versus Qwen3_5 image infinite loop." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs. padding performance cleanup; unrelated behaviors." + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance behavior." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing symbol/import vs. broad post-upgrade import failures; related area, but not the same concrete bug." + "reason": "45278 is a broad import-error report, but 38617 is a specific missing symbol; not enough evidence they are the same concrete regression." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change vs. stale phonemizer language backend; different subsystems." + "reason": "Tokenizer cleanup behavior change and stale phonemizer backend state are separate tokenizer/phonemizer issues." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation problem vs. GLM-5 RoPE implementation discussion; not the same bug." + "reason": "One is a GenerationConfig validation error; the other is a GLM-5 RoPE implementation discussion." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading/base_model_prefix breakage vs. NaNs in classification heads; unrelated failure modes." + "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example script multi-label output bug vs. SigLIP2 model discrepancy; different components and symptoms." + "reason": "Example script multi-label output bug versus SigLIP2 implementation discrepancy; different code paths and models." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file execution error vs. documentation parameter-name mismatch; not a duplicate." + "reason": "Compiled Python file loading errors are unrelated to a documentation parameter-name mismatch." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support issue vs. PyTorch version-check bug in flex_attention; different code paths and breakages." + "reason": "Python version compatibility failure is unrelated to the flex_attention AuxRequest version-check bug." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer-related v5 regressions, but one is decoder-type handling and the other is DeepSeek output correctness; too different to merge." + "reason": "Both involve tokenizers, but they describe different regressions in different models and code paths." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a Qwen3-VL-Moe bug and the other is a from_pretrained failure for Qwen3.5 Moe; not the same concrete issue." + "reason": "Qwen3-VL-Moe bug and Qwen3.5 MoE from_pretrained error are model-specific but not the same concrete failure." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation bug vs. NaNs in classification heads; distinct causes." + "reason": "Propagating num_labels in Qwen3.5 config is unrelated to NaNs in classification heads." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage vs. dtype mismatch in bfloat16 inference; unrelated." + "reason": "VRAM leak in multi-threaded generation is unrelated to bfloat16 dtype mismatch failures." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior/settings discussion vs. missing image-processor method in GLM46V; different areas." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper-function behavior in qwen3_omni_moe vs. version-check bug for AuxRequest import; unrelated." + "reason": "Feature-extractor length computation issue is unrelated to a PyTorch version-check bug in flex_attention." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both Qwen3.5-related, but save_pretrained key regression and from_pretrained error are different bugs." + "reason": "Save_pretrained key mismatch and from_pretrained loading error are both Qwen3.5-related, but not clearly the same bug or mergeable into one PR." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script classification output bug vs. pipeline translation-task messaging after removals; not the same change." + "reason": "Both mention pipelines/docs, but one is an example-script classification bug and the other is a v5 pipeline error-message regression." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage vs. Ministral-3 FlashAttention issue; different models and code paths." + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific issues." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer args ignored vs. trainer.evaluate() failure after train; distinct training bugs." + "reason": "Unused optimizer args in SGD and trainer.evaluate() failing after train() are different training issues." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens weights in UMT5Encoder vs. AutoProcessor kwargs forwarding; separate loading issues." + "reason": "Missing embed_tokens weight during from_pretrained is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa second-forward stale cache bug vs. Swin2SR over-padding; unrelated image/model preprocessing issues." + "reason": "A stale indexer cache crash and an image padding over-pad bug affect different components and behaviors." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Feature request for GPT2 FlashAttention2 support vs. a separate flash-attention issue; not the same bug or change." + "reason": "FlashAttention support request for GPT2LMHeadModel is not the same as a separate Flash Attention 2 issue." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression vs. DeepSeek accuracy regression after upgrade; different symptoms and likely causes." + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different failure modes." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline after removals vs. flex_attention version-check bug; unrelated." + "reason": "Documentation references to removed pipelines are unrelated to the flex_attention import/version check bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer state corruption in FSDP2/PEFT training vs. missing GenerationMixin cache in chunked prefill; different code paths." + "reason": "FSDP2/PEFT optimizer-state corruption and GenerationMixin cache missing in chunked_prefill are unrelated training/generation bugs." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalidity vs. stale warning for num_return_sequences; both generation-related but not the same bug." + "reason": "GenerationConfig invalidation in GLM-5 is unrelated to a stale warning about num_return_sequences." } ] }, @@ -15123,8 +15114,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -15435,8 +15426,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -15760,8 +15751,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -16085,8 +16076,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -16404,8 +16395,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -16750,8 +16741,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -17139,8 +17130,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -17512,8 +17503,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -17900,8 +17891,8 @@ "review_unit_count": 57, "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-10000-479", "nodes": [ @@ -18097,8 +18088,8 @@ "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-10519-3", "nodes": [ @@ -18175,8 +18166,8 @@ "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": [ @@ -18246,8 +18237,8 @@ "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": [ @@ -18309,8 +18300,8 @@ "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-27088-8", "nodes": [ @@ -18542,8 +18533,8 @@ "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-36817-18", "nodes": [ @@ -18887,8 +18878,8 @@ "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": [ @@ -18950,9 +18941,9 @@ "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-41084-2", "nodes": [ "issue:41084", @@ -19013,8 +19004,8 @@ "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": [ @@ -19076,8 +19067,8 @@ "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": [ @@ -19139,8 +19130,8 @@ "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": [ @@ -19202,8 +19193,8 @@ "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": [ @@ -19305,8 +19296,8 @@ "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-44371-5", "nodes": [ @@ -19427,8 +19418,8 @@ "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": [ @@ -19547,8 +19538,8 @@ "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-45672-2", "nodes": [ @@ -19610,8 +19601,8 @@ "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": [ @@ -19673,8 +19664,8 @@ "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": [ @@ -19736,8 +19727,8 @@ "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": [ @@ -19799,8 +19790,8 @@ "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": [ @@ -19917,8 +19908,8 @@ "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": [ @@ -19980,8 +19971,8 @@ "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": [ @@ -20046,8 +20037,8 @@ "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": [ @@ -20104,7 +20095,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20112,7 +20103,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-15", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -20127,7 +20118,8 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46267" + "pull_request:46267", + "pull_request:46744" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -20144,160 +20136,167 @@ "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46744", "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:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "1b1d0d5f7ba23a858d3e83d2c384964cd528d28391493f0c4c6ae9192271366a", + "prepared_review_unit_hash": "d7ea404f72914203259bf747446831107d06659f7d913f68859429c9fa831da4", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 19, - "serialized_chars": 38152, - "estimated_input_tokens": 9538, - "estimated_eval_tokens": 19332 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40208, + "estimated_input_tokens": 10052, + "estimated_eval_tokens": 20360 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 19, - "serialized_chars": 38152, - "estimated_input_tokens": 9538, - "estimated_eval_tokens": 19332 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40208, + "estimated_input_tokens": 10052, + "estimated_eval_tokens": 20360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the two `fixed_cross_entropy` PRs for issue 43240. All other pairs are broad topical matches (new models, docs, tests, or unrelated refactors) and are not safe to merge as duplicates.", - "confidence": 0.96, + "summary": "Only one soft-edge pair is a true duplicate: the two `fixed_cross_entropy` patches for issue 43240. All other pairs are broad-subsystem or unrelated changes and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the stronger canonical representative: it directly targets issue 43240, has more review activity, and covers the same `fixed_cross_entropy` change as PR 43254.", + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR: it explicitly targets issue 43240 and cleanly forwards the added `weight` and `label_smoothing` arguments into `nn.functional.cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best global representative because it is the only clearly duplicate-matching fix in the set and it has an explicit issue target plus more discussion/review than its twin.", + "best_pr_reason": "`pull_request:43251` is also the best overall PR here because it is the clearest, issue-linked implementation of the same `fixed_cross_entropy` fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated PRs touching different areas (`videoprism` model addition vs. Executorch dynamic-shape test); no shared bug or mergeable code-path overlap." + "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer helper methods for Mistral common vs. adding MobileLLM; same broad library area but completely different changes." + "reason": "Different changes: Mistral tokenizer method additions vs. a new MobileLLM model implementation." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods and an Executorch export test are unrelated changes." + "reason": "Tokenizer API patch and Executorch export test are not the same underlying bug/change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs. adding a new MobileLLM model; no common concrete bug." + "reason": "Processor-pretrained robustness fixes are unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` fix and MobileLLM model addition are unrelated." + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix vs. Mistral4 test/model changes; different code paths and goals." + "reason": "Different code paths: loss utility fix vs. Mistral4 test/model cleanup." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 test/model updates are separate test/model work, not the same bug." + "reason": "Executorch export test and Mistral4 test/model changes do not share the same concrete fix." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape export test and MobileLLM addition are unrelated." + "reason": "Dynamic-shape export test is unrelated to MobileLLM model scaffolding." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition vs. `cls.config` resolution order fix; no shared underlying defect." + "reason": "New model implementation vs. config-resolution order fix; no shared underlying bug." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated model changes." + "reason": "MobileLLM addition and Falcon output-interface refactor are different changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-collection refactor and the model-creation skill are not the same change or bug." + "reason": "Falcon refactor and model-creation skill PR are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes do not target the same concrete problem." + "reason": "Different targets: Falcon output collection refactor vs. Mistral4 test fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs. `layrnorm` renaming across CLIP-like models; only broad subsystem overlap." + "reason": "Mistral4 test/model work is not the same as the `layrnorm` renaming fix." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat parsing/serve updates are unrelated." + "reason": "Mistral4 fixes and chat parsing updates are unrelated changes." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:46744", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are different features." + "reason": "Mistral4 test/model work and MPS docs update are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and `cls.config` resolution order are unrelated implementation areas." + "reason": "Mistral4 fixes do not address the TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model fixes and the model-creation skill are not the same code-path problem." + "reason": "Shared auto-modeling file aside, one is a model add/test PR and the other is a meta skill PR; not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM addition and the model-creation skill are not duplicate fixes; one adds a model, the other adds tooling/docs." + "reason": "New MobileLLM model PR is unrelated to the model-creation skill meta PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work and `cls.config` resolution ordering fix are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` issue (43240) by threading supported kwargs into `nn.functional.cross_entropy`; they are near-identical code-path fixes and could plausibly be merged into one PR." + "reason": "Both patches fix the same `fixed_cross_entropy` function to accept and forward the same extra cross-entropy kwargs for issue 43240; they are mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, PR 43251 vs PR 43254, is well supported by the shared issue target 43240 and the same `fixed_cross_entropy` edit in the same file, so it plausibly could be a single bugfix PR. The remaining pairs are described as broad topical similarities without overstating them as duplicates, which is appropriately cautious." + "feedback": "The evaluation is grounded in the packet: `pull_request:43251` and `pull_request:43254` both patch the same `fixed_cross_entropy` function in the same file, target the same issue 43240, and are plausibly mergeable into one bugfix PR. The remaining pairs are conservatively marked unrelated or broad-subsystem similarities without overstating evidence." }, "evaluator_used": true, "retried": false, @@ -20308,7 +20307,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20324,40 +20323,40 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "689c540d0c47d03efa386dc8ce7683ea605527c74d264fbd7904d903d9b0e47e", + "prepared_review_unit_hash": "1f3d860cf525ce043a2580e31a34089569f6fed7d56f80b2f4752ae35ab3131a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same model family, but they are not duplicates: one is the initial VibeVoice implementation, the other is a later realtime/acoustic-tokenizer extension.", + "summary": "Two related VibeVoice PRs appear to target adjacent features, but they are not duplicates: one is the base VibeVoice implementation, the other adds VibeVoice Realtime and related tokenizer/auto-mapping updates.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the base VibeVoice implementation and the broader, more complete change set; PR 42781 adds realtime-specific pieces on top of the same family.", + "canonical_pr_reason": "PR 40546 is the better canonical representative because it is the original non-draft VibeVoice implementation with the broad core model/docs integration; PR 42781 is a later, draft extension for realtime functionality rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational, non-draft implementation and covers the core code path most comprehensively.", + "best_pr_reason": "PR 40546 is the strongest single PR to anchor the cluster since it introduces the core VibeVoice support and has substantial review activity, while 42781 is an add-on feature built on top of that codepath.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice subsystem, but 42781 is a realtime variant with additional acoustic-tokenizer and generation work, not the same concrete bug or change as the original implementation." + "reason": "They share many VibeVoice files, but the scopes differ: 40546 implements core VibeVoice support, while 42781 adds realtime-specific behavior plus an acoustic tokenizer. This is related work, not the same concrete bug/change, and they would not plausibly be merged as one duplicate PR." } ] }, @@ -20371,7 +20370,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20387,12 +20386,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "e26e1a6e747b3d55f016ffacfea580b61b874c67738e2a4ecf8b37cc9008d59e", + "prepared_review_unit_hash": "5b9b771844f0817fdc9c2a73e6ee58c73d22d2be64cefb603e7b3fff4e123fba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20400,7 +20399,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20409,8 +20408,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image classification support. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate-based forecasting, the other adds DINOv3 image classification support. They do not look like 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, @@ -20420,7 +20419,7 @@ "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different user-facing features. TimesFM changes forecasting with external covariates; DINOv3 changes image classification support. They are not the same underlying bug/change and would not plausibly be merged into one PR." + "reason": "Different models and different codepaths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same underlying change." } ] }, @@ -20434,7 +20433,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20497,7 +20496,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20513,12 +20512,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "369fb98622b178afe6a66793a852764eec41489bc8465c6302cc733e6baa100e", + "prepared_review_unit_hash": "0d9b4e36da2d7114330838bc21e15943990b5af73340192c3e8afc90cf9004df", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20526,7 +20525,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20535,18 +20534,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are GitHub Actions maintenance updates, but they are not the same change: #42975 is a broad Node 24 compatibility sweep across many workflow actions, while #42976 mainly upgrades docker/build-push-action and a smaller set of related actions. Shared workflow filenames alone are not enough to treat them as duplicates.", + "summary": "Two workflow-maintenance PRs with overlapping filenames, but they target different action upgrades and different compatibility goals; they should not be treated as duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42976 is the broader umbrella change: it updates workflow actions across several files to newer releases, so it better represents the cluster\u2019s general theme than the more specific Node 24 compatibility PR.", "best_issue_reason": null, - "best_pr_reason": "#42976 is the broader and more generally named maintenance PR, so it is the better representative of this cluster, but it still is not a duplicate of #42975.", + "best_pr_reason": "PR 42976 is the best representative artifact for this cluster because its scope is wider and its title aligns with the shared maintenance category, even though it is not a duplicate of PR 42975.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete changes and scope: #42975 focuses on Node 24-compatible GitHub Actions version bumps, while #42976 is a separate docker/build-push-action upgrade plus a few other action updates. Same workflows do not imply the same underlying fix." + "reason": "Not the same underlying change. PR 42975 is about upgrading JS-based GitHub Actions for Node 24 compatibility (checkout/cache/upload-artifact), while PR 42976 updates a different set of actions, especially docker/build-push-action, to latest versions. Shared workflow filenames alone are not enough to merge them as duplicates." } ] }, @@ -20560,7 +20559,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20592,12 +20591,12 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "0c50ef53965b163cf4c1fd5b1d703e5fa061a906be75203359138e43aada3e9a", + "prepared_review_unit_hash": "b600377d73e2d71b5b788a8ccd82c07fae5fbd6fea581c043c6b31671419cda6", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24622, + "serialized_chars": 24621, "estimated_input_tokens": 6156, "estimated_eval_tokens": 12568 }, @@ -20605,7 +20604,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24622, + "serialized_chars": 24621, "estimated_input_tokens": 6156, "estimated_eval_tokens": 12568 }, @@ -20614,84 +20613,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two Step 3.7 Flash PRs look like the same underlying change; the rest are separate model additions or an unrelated distributed-config change.", - "confidence": 0.94, + "summary": "This cluster is mostly heterogeneous model-addition PRs plus one infrastructure PR; the only true duplicate-looking pair is the Step 3.7 Flash work (46562 and 46658).", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the cleaner representative of the duplicate pair: it is the focused Step 3.7 Flash model addition, while 46658 is a WIP supporting script bundle around the same feature and can be subsumed by 46562.", + "canonical_pr_reason": "PR 46562 is the better canonical representative: it is the more complete Step 3.7 Flash model addition, while 46658 is clearly a WIP conversion/scripting branch of the same model work.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the best overall PR candidate because it most directly and cleanly represents the Step 3.7 Flash feature; the other PRs are distinct features/models and do not form a duplicate cluster.", + "best_pr_reason": "PR 46562 is the best overall PR candidate in this set because it is the most mature version of the only duplicate pair and has the clearest end-to-end model integration.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo." + "reason": "Different model additions (ViT NEPA vs Molmo); same broad documentation/AutoModel plumbing is incidental, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2." + "reason": "Different models (ViT NEPA vs Molmo2); shared auto/docs files do not indicate one concrete bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different feature areas: vision model addition vs time-series model addition." + "reason": "Different model families (ViT NEPA vs CTSM); only broad registration/docs overlap." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "Unrelated changes: ViT model addition vs distributed configuration infrastructure." + "reason": "ViT NEPA model addition vs distributed config infrastructure; unrelated changes." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related name-wise but are distinct model families and separate PRs." + "reason": "Molmo and Molmo2 are related by naming but are distinct model additions with different files and implementation scope." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and code paths: Molmo vs CTSM." + "reason": "Molmo vs CTSM are unrelated model integrations; overlap is only in generic registry/docs files." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model addition vs distributed-config infrastructure; no shared bug/change." + "reason": "Model addition vs distributed configuration feature; not the same code-path problem." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Different model families: Molmo2 vs CTSM." + "reason": "Molmo2 and CTSM are different model additions; shared framework wiring is too broad to merge as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Model addition vs distributed-config infrastructure; not the same underlying change." + "reason": "Molmo2 model integration is unrelated to distributed config work." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Different model additions: CTSM vs Step 3.7 Flash." + "reason": "CTSM and Step 3.7 Flash are distinct models; shared auto-mapping/docs changes are not enough to treat them as duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "Time-series model addition vs distributed config support; unrelated." + "reason": "CTSM model addition vs distributed config infrastructure; different underlying change." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": true, - "reason": "Both PRs target the same Step 3.7 Flash model support and overlap on the core implementation/auto-mapping changes, so they could plausibly be merged into one PR." + "reason": "Both are Step 3.7 Flash implementation PRs, overlap on the same model package and auto-mapping, and 46658 appears to be a WIP variant of the same concrete code-path change." } ] }, @@ -20705,7 +20704,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20744,12 +20743,12 @@ "pull_request:46579|pull_request:46719", "pull_request:43665|pull_request:46719" ], - "prepared_review_unit_hash": "bb7a586eead7ccb8565a33d5058e86250fb9535a67e132ebc3df8284ba727ce5", + "prepared_review_unit_hash": "25a020015b20d3437e991fdec818080f9a44ffc78c81bec84990e7e65b7bf973", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26395, + "serialized_chars": 26393, "estimated_input_tokens": 6599, "estimated_eval_tokens": 13454 }, @@ -20757,7 +20756,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26395, + "serialized_chars": 26393, "estimated_input_tokens": 6599, "estimated_eval_tokens": 13454 }, @@ -20766,114 +20765,114 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated fixes that only share broad themes like tests, generation, or model code. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.9, + "summary": "This cluster is highly heterogeneous: Whisper decoding/tests, FP8 dequant/loading, generation validation, CI/workflow fixes, docs typos, and sparse-attention code changes. The soft links are mostly generic title similarity, not shared bugs or mergeable duplicate PRs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR clearly subsumes the others; the set spans unrelated areas (Whisper tokenization, FP8 dequantization, CI infrastructure, docs, typo cleanup, generation validation, and sparse attention).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone fix: it targets a concrete FP8 dequant/padding code path and includes model-specific follow-up tests, making it the most substantive and clearly scoped change here.", + "best_pr_reason": "PR 46579 is the most connected and broadest code-fix node in the cluster, so it is the best representative if one must be chosen, but the set is too mixed for a real duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode fix vs unrelated CLIP/ViT test edits; no shared concrete bug or code path." + "reason": "Whisper tokenizer/test fix vs CLIP/ViT test stubs; different models and code paths." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper batching/timestamp decode vs FP8 dequant/loading logic; different subsystems and bugs." + "reason": "Whisper decode batching vs FP8 dequant/loading logic; unrelated bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Tokenization decode fix vs generation/watermarking and Whisper model validation; not the same change." + "reason": "Both mention Whisper, but one fixes tokenizer decode behavior while the other changes generation validation and tests." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat tie_weights shim vs broad typo cleanup; unrelated objectives." + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; no shared underlying change." }, { "left": "pull_request:43498", "right": "pull_request:46719", "accept": false, - "reason": "tie_weights compatibility alias vs sparse-attention/minimax fix; no common code-path problem." + "reason": "Tie-weights deprecation shim is unrelated to sparse-attention/minimax fixes." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Both touch tests, but one is unrelated CLIP/ViT test edits and the other is an FP8 runtime fix; not the same bug." + "reason": "Injected test failures in CLIP/ViT are unrelated to Phimoe CI memory/workflow changes." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Unrelated test assertions in CLIP/ViT vs generation/Whisper runtime changes." + "reason": "Fake test edits vs FP8 dequant fix; different artifact and bug domains." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Test assertion edits vs CI memory-limit integration fix; different issues." + "reason": "Artificial test edits are not the same as generation/config validation changes." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test edits vs typo sweep across many code/docs files; no shared underlying regression." + "reason": "Test placeholder changes vs typo cleanup; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46719", "accept": false, - "reason": "Test-only model edits vs sparse-attention reshape fix; not the same change." + "reason": "CLIP/ViT test stubs do not match sparse-attention/minimax code changes." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization fix vs CI runner memory cap; unrelated." + "reason": "FP8 kernel/loading fix vs Phimoe integration CI workaround; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Concrete FP8 tensor-scale padding/dequant bug vs generation watermarking/Whisper validation; different code paths." + "reason": "Different code paths: FP8 dequant/loading versus generation watermarking/Whisper validation." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Runtime FP8 fix vs typo cleanup; not mergeable as one bug fix." + "reason": "FP8 dequant fix is unrelated to code typo cleanup." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation cleanup vs code typo sweep; different scope and bug class." + "reason": "Doctest/documentation edits are not the same as code typo fixes." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/Whisper validation fix vs CI infrastructure tweak; no common underlying issue." + "reason": "Generation/Whisper validation bug vs Phimoe CI memory limit change; different problems." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Watermarking/Whisper behavior fix vs typo-only cleanup; unrelated." + "reason": "Generation config/Whisper fix vs broad typo cleanup; no shared bug." }, { "left": "pull_request:46579", "right": "pull_request:46719", "accept": false, - "reason": "Large typo sweep vs sparse-attention/minimax bug fix; different problems entirely." + "reason": "Generic typo cleanup does not match sparse-attention/minimax functional changes." } ] }, @@ -20887,7 +20886,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20895,48 +20894,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43488-2", + "cluster_id": "cluster-43488-3", "nodes": [ "pull_request:43488", - "pull_request:43532" + "pull_request:43532", + "pull_request:46747" ], "soft_pairs": [ - "pull_request:43488|pull_request:43532" + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "cd163bde5bf9dcceb1e5b18c9f1efa230d6b5da33451e523462e7b5836cc0aab", + "prepared_review_unit_hash": "a40b23d61396991fb5169c943458eb15c77ce54f49289c02a6bd76f7c61ca5e1", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4562, - "estimated_input_tokens": 1141, - "estimated_eval_tokens": 2538 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4562, - "estimated_input_tokens": 1141, - "estimated_eval_tokens": 2538 + "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": "Two unrelated draft/test PRs: one changes packaging/versioning and a vit test, the other rewires CI/comment workflows and related testing utilities. They do not look like the same underlying change.", + "summary": "These are three separate synthetic '[don't merge]' PRs, but they do not fix the same underlying problem: one touches packaging/setup and Vit test scaffolding, one rewires several CI/comment/reporting workflows, and one changes the PR security-gate workflow trigger. I don't see a true duplicate cluster here.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the broader, more representative change in this cluster; #43488 is a narrow setup/version tweak and the two are not duplicates.", + "canonical_pr_reason": "No single PR cleanly represents the cluster because the three PRs target different code paths and workflows rather than one shared change.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the better cluster representative because it is the larger, more feature-like patch. PR #43488 is a separate setup/test PR, not the same code-path fix.", + "best_pr_reason": "PR #46747 is the best standalone representative only in the sense that it is the most self-contained and easiest to identify, but it is not a duplicate of the others.", "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/version and dependency/test plumbing versus a security-gate workflow trigger change. Not the same bug or mergeable into one PR." + }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different targets and intent: #43488 edits setup.py, dependency metadata, and a vit test; #43532 changes GitHub Actions workflows plus testing/notification utilities. They share only a test filename and are not the same fix." + "reason": "One is package/version and test-dependency scaffolding; the other is multi-workflow CI/comment/reporting behavior. Same broad repo area, but not the same concrete change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch CI workflows, but they address different workflows and different behavior changes. They would not plausibly be merged as one PR for the same underlying issue." } ] }, @@ -20950,7 +20964,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20966,12 +20980,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d0a558cd80f9a8657b76cca7b7a8068e3e1ca1d03bc978fc62567af7b81ac08a", + "prepared_review_unit_hash": "0e72e70b8ebe33045e69bc1f93b352efefb6a9a19c482532e5c438e719e45bc9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20979,7 +20993,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20988,18 +21002,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad subsystem level: both add new segmentation pipelines and associated docs/tests, but they target different tasks, different pipeline modules, and different model integrations. They are not duplicates.", - "confidence": 0.98, + "summary": "Two similar-looking but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and docs updates, but target different tasks and different model integrations.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they are separate feature additions with different code paths and docs.", + "canonical_pr_reason": "PR #43613 is the broader and more integrated feature addition, covering more model backends and tests; if one PR must represent the cluster, this is the stronger canonical choice.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative of the other, because they implement distinct pipeline features rather than the same change.", + "best_pr_reason": "PR #43613 is the best representative for the cluster because it is the more complete pipeline feature with wider code coverage and more supporting tests/docs.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features and task pages; shared docs/registration files are expected for adjacent additions, not evidence of the same underlying fix or change." + "reason": "Do not merge: these are different pipeline features with different underlying code paths and model targets. Similar docs/registry changes are incidental scaffolding, not the same concrete change." } ] }, @@ -21013,7 +21027,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21029,7 +21043,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b2dbb25bc1dc3df50bf06f457e0227084a56f06eb9240fbe2983da413f127658", + "prepared_review_unit_hash": "df219239ea6895a0136ec553e48534ffcd7176fa1d0ab2815e4d7c879c794334", "component_budget": { "node_count": 2, "item_count": 2, @@ -21051,18 +21065,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py` both add custom-trainer extension points, but they address different code paths: gradient-accumulation loss scaling vs. dataloader column filtering. They are related thematically, not duplicate changes.", - "confidence": 0.93, + "summary": "Two unrelated Trainer extensibility PRs in the same file: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column filtering into an overrideable helper. They touch the same subsystem but fix different code paths and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better representative of this cluster because it makes a clear, self-contained trainer behavior change with an explicit new hook for loss scaling. PR #43663 is a separate extension-point refactor in a different part of the trainer.", + "canonical_pr_reason": "PR #43651 is the more concrete change: it modifies training loss scaling logic and adds a property to control GA normalization. PR #43663 is a separate refactor around column filtering, so it is not the canonical representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone PR here: it targets a concrete training-step bug/behavior and has the clearest, most specific implementation scope. PR #43663 is adjacent but distinct, so it is not a better cluster representative.", + "best_pr_reason": "PR #43651 is the strongest standalone candidate because it addresses an explicit behavioral change in the training step with a clear compatibility hook for custom trainers. PR #43663 is also valid, but it is a different extension point and not a duplicate of #43651.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `trainer.py` and both help custom trainers, but they change different mechanisms: loss scaling during training vs. signature-column filtering for dataset preprocessing. They do not look like the same underlying bug or mergeable fix." + "reason": "They share trainer.py but implement different features: GA loss scaling vs. signature-column filtering. No same underlying bug/change or mergeable single fix is evident." } ] }, @@ -21076,7 +21090,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21092,7 +21106,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "d13477053ddfaa322ae0699f1fa1a4631df4b81530766909d3766653b953b9e8", + "prepared_review_unit_hash": "397c29ca53499ba2107ae11b1280acefb733c0c93adc3f766c7bf6586a603397", "component_budget": { "node_count": 2, "item_count": 2, @@ -21114,18 +21128,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and address NameError-style typing issues, but they fix different failure modes: one is a broader annotation/future-import cleanup, the other is specifically about `TypeAdapter` when pydantic is absent.", - "confidence": 0.9, + "summary": "Two open PRs in the same CLI file address different annotation-related NameErrors, but they are not the same underlying fix: one is about future annotations / importing local model types, the other is about handling TypeAdapter when pydantic is absent.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more specific, concrete bug fix: it directly targets `TypeAdapter` name resolution under the no-pydantic path and has a clear runtime failure mode.", + "canonical_pr_reason": "PR #43656 is the better representative because it has more discussion/review activity and fixes a broader annotation NameError path in the CLI.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because its title and diff align tightly with a single actionable bug, whereas #43656 is a broader typing/annotation change with a less focused failure description.", + "best_pr_reason": "PR #43656 is the strongest standalone representative of the cluster due to higher activity and a more general type-annotation compatibility fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Shared file and similar typing-related NameError theme, but the code changes address different problems: #43656 is a broader future-annotations/forward-reference cleanup, while #43842 specifically fixes `TypeAdapter` import/name resolution when pydantic is missing. They are not the same concrete change and would not be merged as one PR." + "reason": "Different concrete bugs: #43656 fixes runtime NameErrors from unresolved local type annotations via __future__ annotations, while #43842 fixes a separate pydantic TypeAdapter annotation issue when pydantic is not installed. Shared file alone is not enough to treat them as duplicates." } ] }, @@ -21139,7 +21153,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21205,7 +21219,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21292,8 +21306,8 @@ "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", @@ -21317,12 +21331,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "74b2bcf00b07fbe7cf15b3bbf1a30817e93b50a1781169f7e2cacea36424871f", + "prepared_review_unit_hash": "90466998d9a7858fca0213f673ac7c18a6ce35703114d9fc9b02976e7c2a7f53", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84897, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -21330,333 +21344,303 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of similar but model-specific output-tracing refactors, not one duplicate change. The only clear duplicate-style overlaps are within the same model family, especially GPT-J/CodeGen and GPT-Neo.", - "confidence": 0.86, + "summary": "This cluster is mostly a broad family of model-specific refactors to standardized output tracing/capture decorators, not one single duplicate bug. The only strong duplicate-like edges are within the same model code paths (GPT-J/CodeGen, GPT-Neo, and RegNet).", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen refactor set because it covers the same concrete output-tracing change across the copied blocks and is the broadest version among the close variants.", + "canonical_pr_reason": "No canonical issue is present. If one PR must serve as the anchor, 44066 is the cleanest representative because it has an explicit issue link, touches the core GPT-J/CodeGen implementation, and clearly implements the standardized tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best anchor for the duplicate-prone subset: it targets the same concrete code-path change as the GPT-J variants and is the most consolidated version of that refactor.", + "best_pr_reason": "44066 is the best overall representative PR: it is explicit about the tracking issue, has the most complete core implementation in the GPT-J family, and best reflects the underlying output-tracing refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same tracking theme, but different models and code paths (CVT/FNet vs GPT-J)." + "reason": "Different model families (FNet/CVT vs GPT-J); same issue target and similar wording are not enough to make this the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; only the general output-tracing theme matches." + "reason": "Both are output-tracing refactors, but they touch different concrete model paths (FNet/CVT vs DeBERTa v2)." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both refactor the same GPT-J output-tracing code path, and the narrower PR fits inside the broader GPT-J/CodeGen change set." + "reason": "Both target the GPT-J output-tracing code path; 44085 appears to be a narrower GPT-J variant of the same standardized tracing refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet and EfficientNet are separate model implementations with distinct refactors." + "reason": "Different model implementations (RegNet/ResNet-related vs EfficientNet); this is only a shared refactor theme, not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models; shared standardized-tracing theme is too broad to be a duplicate." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths despite similar output-tracing wording." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete changes." + "reason": "GPT-J/CodeGen and EfficientNet are different model-specific refactors, not one duplicate change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different models and separate code paths." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations; same tracking issue does not imply duplicate PRs." }, { - "left": "pull_request:44066", - "right": "pull_request:44086", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated model changes." + "reason": "MGP-STR and GPT-J/CodeGen change different code paths, so they are not the same underlying fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families; same refactor pattern is not enough." + "reason": "GPT-J/CodeGen vs MPT are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same file and appear to be overlapping versions of the same fix." + "reason": "Both are GPT-Neo output-tracing refactors over the same modeling file and appear to be the same underlying change, with one being a broader/narrower variant." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same general pattern but not the same change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "Different models and separate concrete code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model families; they only share the same refactor pattern." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models; only the output-tracing refactor style overlaps." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; not the same underlying bug or change." + "reason": "ResNet and GPT-J are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model refactors." + "reason": "GPT-Neo and ResNet are different models; similar decorator migration is not enough." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different models and code paths." + "reason": "ResNet and MPT are separate concrete code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model-specific changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated concrete refactors." + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44066", "accept": false, - "reason": "Different models; the shared decorator theme is too broad." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate code paths." + "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; similar refactor pattern, but not duplicates." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and different implementation details." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + "reason": "GPT-Neo and MGP-STR are different model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate model refactors." + "reason": "GPT-2 and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; same meta-pattern only." + "reason": "GPT-J and MGP-STR are different model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "ViLT and Flaubert/XLM are different model families and different refactors." }, { "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 refactor is unrelated to GPT-J/CodeGen despite similar tooling." - }, - { - "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are distinct model changes." + "reason": "GPT-2 and MPT are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated concrete refactors." + "reason": "SegFormer and LongT5 are different model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and Flaubert/XLM are separate model-specific changes." + "reason": "SegFormer and GPT-J/CodeGen are unrelated changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs SegFormer are different models and code paths." + "reason": "SegFormer and VisualBert are different model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "MPT and SpeechT5 are unrelated concrete implementations." + "reason": "RegNet and SegFormer are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Different model families; same refactor style is not enough." + "reason": "RegNet and MPNet are unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and LongT5 are separate model changes." + "reason": "MPT and ImageGPT are different model families." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different code paths." + "reason": "RegNet and GPT-Neo are different model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are distinct implementations." + "reason": "MPNet and LongT5 are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and MPT are different model families." + "reason": "RegNet and LongT5 are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated concrete changes." + "reason": "TextNet and LongT5 are unrelated changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are separate model refactors." + "reason": "FNet/CVT and LongT5 are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and TextNet are unrelated model implementations." + "reason": "FNet/CVT and SegFormer are distinct model refactors." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different models and code paths." + "reason": "SqueezeBert and MPT are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated concrete changes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader version of the same concrete change." + "reason": "SqueezeBert and VisualBert are different concrete code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both cover the same GPT-J output-tracing change, and 44722 subsumes the GPT-J-specific variant." - }, - { - "left": "pull_request:44085", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "Different models; same issue target does not make them duplicates." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated concrete refactors." + "reason": "GPT-2 and TextNet are different models and different changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model implementations." + "reason": "MPNet and LongT5 are unrelated concrete changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and Vits are unrelated concrete changes." + "reason": "RegNet and LongT5 are different model families." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly characterizes the cluster as mostly model-specific standardized output-tracing refactors, and it limits duplicate-style overlap to closely related same-family PRs. The accepted soft-edge pairs are plausible mergeable single-bugfix candidates, especially within GPT-J/CodeGen and GPT-Neo. No overstatement stands out." + "feedback": "The summary is grounded in the packet and stays conservative: it frames the cluster as a broad output-tracing refactor family, and the accepted soft-edge pairs are limited to same-file/same-family overlaps (GPT-J and GPT-Neo). The rejected pairs are also conservatively separated by model family. No overstatement is evident." }, "evaluator_used": true, "retried": false, @@ -21667,7 +21651,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21694,12 +21678,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "3d19c769aa22e566617c87cc1c06841fc69d4dc48903b4c9ffa197564f345fd9", + "prepared_review_unit_hash": "da9992447faf5c1b30455908198d49021c938ad98c151ec54a9fe9fc70b806d5", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84897, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -21707,7 +21691,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17127, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -21716,48 +21700,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all part of the same broad cleanup theme\u2014migrating different model implementations to standardized output-capture / tuple-return helpers\u2014but they touch distinct model codepaths, so they are not duplicates of one another.", - "confidence": 0.93, + "summary": "All items are model-specific PRs for standardized output tracing/capture refactors. They share the same theme but target different architectures and code paths, so they should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: its title and diff directly describe the standardized output-tracing refactor and it uses both `capture_outputs` and `can_return_tuple`, making it a good anchor for this migration pattern.", + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target (43979) and a clearer, more complete refactor scope than the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best single representative because it is explicit about the refactor goal and shows the core decorator-based output-tracing change in a complete, recognizable form.", + "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster: it is clearly about the same output-tracing migration, links to a tracking issue, and has enough detail to represent the refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they target different models and files (FocalNet vs ImageGPT) with separate forward paths; they are not the same underlying change." + "reason": "Both are standardized output-capture refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different layer hooks; not the same concrete fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are different model implementations; the PRs share a refactor pattern but not a concrete code-path bug/change that could be merged into one PR." + "reason": "VisualBert and TextNet have similar refactor wording, but they are separate model code paths with distinct forward signatures and outputs." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert implement the same general migration idea in different encoder stacks, but the codepaths and model-specific output plumbing differ." + "reason": "Both modernize output tracing, but MPNet and VisualBert are unrelated model-specific implementations; these are parallel refactors, not one duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model refactors for MPNet and TextNet; similar decorator usage does not make them duplicates." + "reason": "Same refactor theme, but MPNet and TextNet are different models and the diffs indicate separate output-capture adaptations." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model codepaths; both are output-tracing cleanups, but they do not fix the same concrete problem." + "reason": "RegNet and SqueezeBert are unrelated architectures; the PRs share a migration pattern but not a single underlying bug or mergeable patch." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are distinct architectures with different output handling; the shared theme is too broad to treat them as the same change." + "reason": "SqueezeBert and SpeechT5 both touch output handling, but they fix different model-specific forwards and cannot plausibly be combined into one PR." } ] }, @@ -21771,7 +21755,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21837,274 +21821,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "def71d69e93fb79dde8e0bd7337fd5e8297f67357131271972ac4229b3bfedc5", + "prepared_review_unit_hash": "77ef7f90144788d886634c54de7bd311d148d119b629e541c0fc201fd7d95525", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a cluster of similar output-tracing refactor PRs across different model implementations, but they do not appear to be duplicates of one another.", - "confidence": 0.94, + "summary": "This cluster is a set of separate model-specific output-tracing refactors, not duplicate fixes. PR 44003 is the best representative because it is the broadest and most central to the shared tracing/capture plumbing, but the pairwise soft edges should be rejected.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: each PR targets a different model-specific forward/output path, so none is merge-equivalent to the others.", + "canonical_pr_reason": "PR 44003 is the broadest representative in the set: it spans two model files and introduces shared output-capturing plumbing, so it best represents the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest representative of the pattern because it spans two related model files and adds the most complete output-capture plumbing, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 44003 is the strongest cluster representative because it is the most substantial output-tracing refactor and touches the shared capture path across multiple model implementations.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths and not the same underlying change." + "reason": "Different model families and code paths; same refactor style, but not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but timm_backbone and vision_text_dual_encoder are unrelated implementations." + "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations; this is only a thematic similarity." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and forward logic; this is only a shared refactor pattern, not one duplicate fix." + "reason": "Different models and runtime paths; both mention tracing, but they are not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone and falcon_mamba/mamba touch different code paths and model architectures." + "reason": "Different backbones and model stacks; one is a timm backbone refactor, the other is mamba/falcon-mamba tracing plumbing." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; similar tracing cleanup does not make these the same change." + "reason": "Different model code paths and purposes; no shared concrete bug or mergeable duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are distinct models with different output signatures and code paths." + "reason": "MobileNetV1 and UnivNet are unrelated models; shared output-tracing wording is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "These PRs refactor different model classes, so they are not the same bug or change." + "reason": "Different subsystems and model code paths; these are parallel refactors, not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are unrelated model implementations despite similar output-tracing edits." + "reason": "Different model families and files; same pattern, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and files; no evidence of a shared concrete fix." + "reason": "MobileNetV1 vs vision-encoder-decoder wrapper; unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and Speech Encoder-Decoder are separate code paths, not a duplicate PR." + "reason": "MobileNetV1 and speech-encoder-decoder are different implementations; no duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are different models; the shared refactor pattern is too broad to be a duplicate." + "reason": "Vision-text dual encoder and UnivNet are unrelated; only the refactor style matches." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These update different model implementations, not one common underlying bug." + "reason": "Different models and concrete paths; not the same underlying bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and falcon_mamba/mamba are unrelated code paths with no mergeable overlap." + "reason": "Different architecture families; this is not a single mergeable fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same tracing theme, but the models and forward paths are different." + "reason": "Different model code paths; same tracing refactor theme only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model code paths." + "reason": "UnivNet and UperNet are unrelated model paths; no shared concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "These PRs touch different architectures and cannot be treated as the same fix." + "reason": "Different model families and target files; these are not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different output contracts; only the refactor style is shared." + "reason": "UnivNet vs Depth Anything are separate implementations; same theme, different code path." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are distinct implementations with no shared concrete bug." + "reason": "UperNet and RWKV are unrelated changes; no single underlying bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and output paths; not the same underlying change." + "reason": "Different model stacks and files; not the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "falcon_mamba/mamba and SuperPoint are unrelated models; the similarity is only in refactoring pattern." + "reason": "Falcon-Mamba/Mamba tracing changes and SuperPoint refactor are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Falcon/Mamba code and CodeGen code are separate paths; these are not the same PR-worthy fix." + "reason": "Mamba/Falcon-Mamba vs CodeGen are different model implementations; not one duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are different model implementations, so this is not a duplicate." + "reason": "Timm backbone and CodeGen are unrelated model paths; only the refactor motif overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen have unrelated forward/output behavior." + "reason": "UnivNet and CodeGen do not share the same concrete bug or mergeable change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate models with different code paths." + "reason": "UperNet and CodeGen are separate model paths; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are not the same underlying change." + "reason": "Vision-text dual encoder and CodeGen are unrelated changes; same theme only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision Encoder-Decoder are unrelated model implementations." + "reason": "Depth Anything and vision-encoder-decoder are different model code paths; analogous refactors, not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are different code paths and not a duplicate fix." + "reason": "Depth Anything vs speech-encoder-decoder are separate implementations; no shared concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are distinct models; similar refactoring is not enough." + "reason": "Depth Anything and SuperPoint are unrelated model paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and different forward/output semantics." + "reason": "Depth Anything and RWKV are different model families; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are separate implementations, so not the same underlying bug or change." + "reason": "Depth Anything and DPR are unrelated code paths; same refactor pattern only." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Vision Encoder-Decoder and RWKV are unrelated model code paths." + "reason": "These are both encoder-decoder wrappers, but vision and speech are distinct code paths and not the same duplicate change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "These target different encoder-decoder implementations and are not merge-equivalent." + "reason": "Vision-encoder-decoder and SuperPoint are unrelated models; not a duplicate fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and SuperPoint are distinct models with different outputs." + "reason": "Different model families and files; this is only a broad similarity." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures; no evidence they fix the same concrete issue." + "reason": "Vision-encoder-decoder and DPR do not share the same concrete bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated code paths." + "reason": "Speech-encoder-decoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "These are different model families, not the same underlying change." + "reason": "Speech-encoder-decoder and RWKV are different model implementations; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech Encoder-Decoder and DPR have different forward signatures and behavior." + "reason": "Speech-encoder-decoder and DPR are separate changes; same refactor motif only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; only the refactor style matches." + "reason": "SuperPoint and RWKV target different code paths and cannot be treated as one duplicate fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR touch different code paths and should not be merged as duplicates." + "reason": "SuperPoint and DPR are unrelated models; no shared underlying bug." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model implementations with no shared concrete bug." + "reason": "RWKV and DPR are different model families; this is not one mergeable change." } ] }, @@ -22118,7 +22102,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22134,7 +22118,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "57c99ac5b237d9c447cc8067329a9e64078153c925d833f339c46a8621021cf1", + "prepared_review_unit_hash": "22cc880a9070c3ffd0f71b73f729d5314ca0e4cf95549499ab1ecd0d9b818184", "component_budget": { "node_count": 2, "item_count": 2, @@ -22156,18 +22140,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests adding entirely different model integrations: PenguinVL and Voxtral TTS. They share some boilerplate Auto/registry/docs files, but the concrete code paths, model classes, and purpose are unrelated, so they should not be clustered as duplicates.", + "summary": "These are two separate model-addition PRs, not duplicates: one adds PenguinVL and the other adds Voxtral TTS. They overlap only on shared Transformers scaffolding and docs registration.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better canonical representative only because it has an explicit issue target and a more self-contained model addition; however, it is still a distinct feature from PR 44662.", + "canonical_pr_reason": "No single canonical PR: the PRs implement different models with different configs, weights, and test coverage, so they should not be clustered as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the strongest single representative of the cluster metadata-wise, but this cluster is not a true duplicate set; PR 44662 is a separate PenguinVL implementation and should remain distinct.", + "best_pr_reason": "45401 is the stronger standalone representative because it has an explicit tracking issue and a focused Voxtral TTS implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared registry/docs files are just standard integration boilerplate, not evidence of the same underlying change." + "reason": "Different underlying changes: PenguinVL vs Voxtral TTS. Shared auto-registry/docs files are just common model-onboarding boilerplate, not the same bug or feature." } ] }, @@ -22181,7 +22165,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22197,7 +22181,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "9bf5c791ab8e15ce1b610a9338d00afc74e5ccb9d226057e45c217d9391f7fab", + "prepared_review_unit_hash": "a146c4dcb6f937997559d0157d58204f39b2c56a1b2b4b92ffb08a9a7d2bde83", "component_budget": { "node_count": 2, "item_count": 2, @@ -22219,18 +22203,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to module/kernel fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model loading integrations. They overlap conceptually, but they touch different code paths and are not mergeable as one duplicate PR.", + "summary": "Both pull requests are about fusion, but they target different layers: #44979 introduces a new Module Fusion API and internal abstraction, while #45363 adds n-to-1 kernel fusion wiring through KernelConfig and related integration points. They are related, but not the same change set or concrete bug fix.", "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, whereas #45363 is a separate integration layer built on top of that idea.", + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing implementation of fusion behavior and touches the runtime integration paths directly, making it the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best representative for the cluster because it defines the underlying fusion abstraction rather than a specific downstream use of it.", + "best_pr_reason": "PR #45363 best represents the cluster because it implements an end-to-end fusion flow via KernelConfig, with explicit model/integration changes and an example, whereas #44979 is more of an underlying API scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Do not treat as duplicates: #44979 creates a generic module-fusion API, while #45363 implements a separate KernelConfig-based kernel fusion path in modeling/integration code. They share a theme but not the same concrete fix or code path." + "reason": "Related fusion work, but #44979 defines a Module Fusion API while #45363 implements kernel fusion via KernelConfig; they are different abstractions and not the same concrete change." } ] }, @@ -22244,7 +22228,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22260,7 +22244,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "82ff000b78b9194d7d8582af6fde04eb5905d4f1b67d9f86097773a8e73f7b13", + "prepared_review_unit_hash": "3a5d8375e5c61d76ea4e5252c83f9786bba0065e3be7dfe36e7982f72442e8e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22282,18 +22266,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file; 45317 is the stronger representative because it adds test coverage and is the more complete fix.", + "summary": "Both pull requests fix the same Mistral regex pre-tokenizer AttributeError in the same code path, with 45317 appearing to be the more complete version because it adds tests. They are suitable as duplicates/variants of one change.", "confidence": 0.98, - "canonical_issue_reason": "No issue artifact is present in the cluster; the shared target is issue #45081 referenced by both PRs.", - "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same code-path fix as #45086 and also includes test coverage and a clearer, more complete change set.", + "canonical_issue_reason": "No issue artifact is included in this cluster; both PRs explicitly target issue #45081.", + "canonical_pr_reason": "PR 45317 is the stronger canonical choice because it contains the same core fix as 45086 plus test coverage, making it the more complete merge candidate.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best representative of the fix: same underlying bug, same source-file change, plus tests that validate the AttributeError regression.", + "best_pr_reason": "PR 45317 is the best representative because it fixes the same bug, is the more complete patch, and includes validation in tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying Mistral regex AttributeError fix in the same function/file; #45317 is essentially the fuller version of the #45086 patch, with added tests." + "reason": "Same underlying bug and same code-path fix in tokenization_utils_tokenizers.py; 45317 is essentially the patched-and-tested version of 45086, so they can be merged as one change." } ] }, @@ -22307,7 +22291,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22315,64 +22299,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45115-4", + "cluster_id": "cluster-45115-2", "nodes": [ "pull_request:45115", - "pull_request:45569", - "pull_request:46332", - "pull_request:46565" + "pull_request:45569" ], "soft_pairs": [ - "pull_request:45115|pull_request:45569", - "pull_request:45569|pull_request:46565", - "pull_request:46332|pull_request:46565" + "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "cbcd3cc85ca5f986f70be9ff118c3679c24118575e393a195b8ec48240d21292", + "prepared_review_unit_hash": "3e01d9b6b7233c69be33744a024e08ccac7c5d8b1c3a0744cb8ba3e755dd0289", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 13739, - "estimated_input_tokens": 3435, - "estimated_eval_tokens": 7126 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 13739, - "estimated_input_tokens": 3435, - "estimated_eval_tokens": 7126 + "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": "No true duplicates here: the cluster splits into two NemotronH architecture refactors (45115/45569) and two separate Nemotron ASR streaming additions (46332/46565). The overlaps are mostly shared docs/auto-wiring, not the same concrete code change.", + "summary": "The two PRs are related to NemotronH model support, but they target different changes: one is a structural refactor/conversion-mapping update, the other is a broader model split and documentation/test update for NemotronH dense/sparse variants. They are not duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative because it is the broader, more complete implementation effort: it adds the new dense/sparse model packages, auto-mapping updates, docs, and tests. PR #45115 is a narrower refactor focused on inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the most substantial and self-contained NemotronH architecture refactor, so it is the best single representative if one must be chosen; however, it is not a duplicate of the ASR PRs.", + "best_pr_reason": "PR #45569 best captures the main user-facing change in the cluster. PR #45115 is still distinct and more of an internal refactor, so it is less suitable as the canonical PR for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but 45115 is a GraniteMoeHybrid-style conversion/inheritance refactor while 45569 introduces separate dense/sparse NemotronH model packages; not the same underlying change." - }, - { - "left": "pull_request:45569", - "right": "pull_request:46565", - "accept": false, - "reason": "They only overlap on generic docs/auto plumbing. 45569 is a NemotronH architecture split, while 46565 adds Nemotron 3.5 ASR streaming; different model family and code path." - }, - { - "left": "pull_request:46332", - "right": "pull_request:46565", - "accept": false, - "reason": "Both are ASR-related, but one targets Nemotron ASR and the other Nemotron 3.5 ASR. Different models and implementation details, so they should not be merged as duplicates." + "reason": "Both touch NemotronH, but they are not the same concrete change: #45115 refactors NemotronH to inherit GraniteMoeHybrid and updates checkpoint conversion mapping, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. These could coexist, not be merged as duplicate PRs." } ] }, @@ -22386,7 +22354,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22402,7 +22370,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "051fdc127a7ea1ae23f022f362aa80363668e21ec00fffe178eb8953b1ec92d8", + "prepared_review_unit_hash": "11c9b9a723aba4f367f994264379ef122a9ac2c9d0c9f3f54fdebd8e9a7a1d0e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22424,18 +22392,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related umbrella PRs for heterogeneous-model support, but they are not duplicates: one adds per-layer config support, while the other adds broader modeling/cache integration built on top of that config work.", - "confidence": 0.91, + "summary": "These are related but distinct PRs: one adds heterogeneous configuration plumbing, while the other adds broader heterogeneous model/runtime support that builds on that config work. They share some core files, but they are not the same code change and should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it covers heterogeneous modeling/cache behavior and references the shared heterogeneity infrastructure, making it the better canonical representative of the feature set.", + "canonical_pr_reason": "PR #45333 is the narrower foundational config change and is the cleaner canonical representative for the shared heterogeneity configuration work; PR #45332 is a wider follow-on that adds model/cache/masking integration beyond config handling.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the most representative cluster member because it spans the larger end-to-end heterogeneous model support rather than only per-layer configuration plumbing.", + "best_pr_reason": "PR #45333 best represents the core per-layer configuration feature because its scope is focused and self-contained. PR #45332 is broader and more invasive, so it is not the best single canonical for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete bug/change. 45333 adds heterogeneous config plumbing; 45332 adds model/cache support that depends on that plumbing. They could land separately and are not plausibly one merged fix for a single code-path problem." + "reason": "They overlap on heterogeneity plumbing, but they do not fix the same concrete problem: #45333 adds per-layer config support, while #45332 extends runtime/model behavior across cache, masking, and modeling. Shared files alone are not enough to treat them as duplicates." } ] }, @@ -22449,7 +22417,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22465,40 +22433,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "726800d6fce9f2c98da54d3e3ebe86d8023b686c779e87ce020f391a4dd5c6d7", + "prepared_review_unit_hash": "8f2be856d94a895ad3a7b8bc974110734cf87580c8960adc00c84deba28d5fb7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different changes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols/aliases used by a smaller set of modules. They can coexist and are not the same underlying change.", - "confidence": 0.93, + "summary": "These are both typing-related PRs, but they are not duplicates: one is a broad type-checking sweep, the other is a narrower typing-helper update around modeling_utils/peft. They should stay separate.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR 45415 is a repo-wide typing cleanup, while PR 45425 adds specific typing abstractions and protocol definitions for model/PEFT-related code.", + "canonical_pr_reason": "PR 45425 is the better representative because it is a more coherent, narrower typing change centered on shared protocol/type aliases, while 45415 is a much broader repo-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the more self-contained representative of the cluster because it introduces reusable typing definitions; PR 45415 is a much broader cleanup pass with config and many unrelated file edits.", + "best_pr_reason": "PR 45425 is the best fit for the cluster since it has a focused scope and a clearer concrete typing-change theme; 45415 is too sprawling to serve as the main duplicate representative.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different scope and purpose: 45415 is a broad type-checking sweep, while 45425 adds typing protocols/aliases for specific APIs. They are related by theme, not the same fix." + "reason": "They both touch typing, but they do not appear to fix the same underlying change or bug. 45415 is a broad type-checking sweep across many modules, while 45425 adds specific typing abstractions and modeling_utils-related adjustments. Shared files alone are not enough to merge them." } ] }, @@ -22512,7 +22480,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22528,40 +22496,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "cdbeb43150b06931837eb93e56e384134f9fbaa3e08ad888cd862ae931ce07cb", + "prepared_review_unit_hash": "1687a4bdf75740c755243bef9a0e2b9f170459bb84ab528178a20e669e894723", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes multi-token cached forward for Qwen3.5/GDN linear attention across several Qwen/Olmo files, and the other fixes Mamba2 use_cache behavior when seq_len > 1. They share only a broad cached-forward theme, not the same bug or code path.", - "confidence": 0.95, + "summary": "Two pull requests address cache-aware multi-token forward paths, but in different model families and with different concrete fixes. They look thematically similar, not like duplicates of the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the cleaner canonical PR for this cluster because it has an explicit issue link, a narrowly described bug, and a focused Mamba2 code-path fix.", + "canonical_pr_reason": "PR 46084 is the cleaner anchor: it has an explicit issue target (#46032), a narrow fix, and a clear single-model bug description about `use_cache` when `seq_len > 1` in Mamba2.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best representative overall: it is tightly scoped, clearly tied to a specific reported issue, and is easier to triage than the broader multi-model Qwen3.5 PR.", + "best_pr_reason": "PR 46084 is the best representative of the cluster because it is the most self-contained and explicitly tied to a tracked bug, while PR 45513 spans multiple Qwen/Olmo variants and a broader linear-attention cache handling change.", "soft_edge_verdicts": [ { - "left": "[Qwen3.5] Fix GDN linear attention multi-token cached forward", - "right": "Fix use_cache with seq_len > 1 ( #46032)", + "left": "pull_request:45513", + "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different failures: Qwen3.5 GDN linear attention vs Mamba2 cache handling. Shared cached-forward wording is too broad to treat as the same underlying bug." + "reason": "Both mention cached multi-token forward paths, but PR 45513 fixes GDN/linear-attention continuation logic across Qwen/Olmo models, while PR 46084 fixes Mamba2 `use_cache` behavior for `seq_len > 1`. Different architectures and different code paths, so not the same underlying bug." } ] }, @@ -22575,7 +22543,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22591,12 +22559,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "bd1a8eb2a6185e7adb64885548254bfefcd1c202af0c882de1aa9ba33a159dc8", + "prepared_review_unit_hash": "a9775108faf23d37455ea73be07d85bc3ab990152e8b8d7ffa4328bc8850bd2a", "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 }, @@ -22604,7 +22572,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -22613,18 +22581,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism loading, but they fix different concrete failure modes: one targets DeepSpeed ZeRO-3/accelerate launch config handling, the other fixes FSDP2/rank-0 broadcast overwriting expert weights. They share a subsystem and one file, but not the same underlying change.", - "confidence": 0.92, + "summary": "Two open PRs in the same expert-parallelism area, but they address different concrete bugs: one is about preserving/using distributed_config during loading with Accelerate + ZeRO-3, the other is about preventing rank-0 broadcast from overwriting expert weights under FSDP2/DTensor. Related subsystem, not a duplicate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger canonical PR for this cluster because it addresses the more explicit, concrete EP loading corruption path and spans the relevant loading codepaths where the overwrite occurs.", + "canonical_pr_reason": "PR 45662 is the better representative because it spans the actual loading/dispatch path where the overwrite happens and includes the more concrete fix for expert tensors under distributed wrapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best representative because its title and diff directly describe the expert-overwrite bug and the fix touches the actual load/dispatch path, whereas 45548 is a narrower config/serialization fix for a different launch scenario.", + "best_pr_reason": "PR 45662 is the strongest standalone fix in this cluster: it targets a specific overwrite bug in distributed model loading and has the clearest code-path-level remedy.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They both involve EP loading, but 45548 fixes DeepSpeed ZeRO-3 config serialization/`has_ep` detection, while 45662 fixes FSDP2/post-shard wrapping to prevent expert parameters from being overwritten. Different bug, different code path, so not a duplicate." + "reason": "Both concern expert parallelism, but 45548 fixes config serialization and EP detection for Accelerate/DeepSpeed ZeRO-3 loading, while 45662 fixes a different FSDP2/DTensor issue where experts are overwritten by rank-0 broadcast. Different bugs and not safely mergeable into one PR." } ] }, @@ -22638,7 +22606,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22654,12 +22622,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "14b45bc16c6197b9da8977a7216727bed75cdd705965b69b2b9c5ddad78e04f0", + "prepared_review_unit_hash": "5cac20a0131f67dd9308aff804ea99e62c32e226436463415c3814103e0b205e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22667,7 +22635,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22676,18 +22644,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related PRs around the same xdist-safe captured_info logging fix; PR 45645 is the broader superset and better canonical representative.", - "confidence": 0.9, + "summary": "Both PRs address the same xdist collision problem for captured_info debug artifacts in testing_utils; 45645 is the more complete fix because it also updates CI to consume multiple worker-specific log files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the most complete representative: it includes the xdist-safe `testing_utils.py` fix from 45639 and adds the CI/workflow changes needed to preserve and aggregate multiple captured_info files.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe logging fix in `src/transformers/testing_utils.py` plus the CI workflow change needed to preserve and aggregate the resulting per-worker `captured_info*.txt` artifacts.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best cluster representative because it covers the core bug fix plus the surrounding CI handling, while 45639 is a narrower subset of the same change.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the concrete artifact-collision path and also keeps CI debug output intact. PR 45639 appears to be a narrower subset of the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist collision in `captured_info` handling and share the key `testing_utils.py` change; 45645 appears to be a superset that could plausibly absorb 45639." + "reason": "Both PRs target the same concrete bug: xdist-safe `captured_info` logging. They share the same testing_utils/test changes and issue target, and 45645 extends the same fix with workflow handling for the new per-worker files." } ] }, @@ -22701,7 +22669,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22717,12 +22685,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "749dec0c51f75998018908f81723ad9fb5cd0d93bca175f44c79dc4324978ce9", + "prepared_review_unit_hash": "6c06e95209a0ce8c45605dedc9d7037f65bee7912038b4f34c54ff4d4f8febd0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7248, + "serialized_chars": 7247, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22730,7 +22698,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7248, + "serialized_chars": 7247, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22739,18 +22707,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs from different lint-rule tracks: one refactors model forward signatures for TRF003, the other rewrites initialization patterns for TRF018. They overlap in some model files but target distinct code paths and are not duplicates.", - "confidence": 0.94, + "summary": "These are unrelated linter/chore PRs: one adds TRF003 support for returning tuples in multiple model forward methods, while the other adds TRF018 modeling-rule cleanup for weight initialization across many models. They overlap in some filenames only because both touch broad model code, not because they fix the same underlying problem.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the better canonical representative for this cluster because it is a focused forward-path API refactor; the other PR addresses a separate initialization-rule sweep.", + "canonical_pr_reason": "PR 45720 is the better canonical PR for the cluster only because it is more narrowly defined and its diff preview shows a concrete, consistent change pattern (adding @can_return_tuple / return_dict handling) across model forwards.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the strongest standalone PR in the cluster: it has a clear, coherent change set centered on forward-method behavior, whereas PR 46259 is a different lint-rule implementation over unrelated init code.", + "best_pr_reason": "PR 45720 is the best representative of the group, but not because it duplicates PR 46259; it is simply the cleaner, more specific example of a single lint-rule implementation. PR 46259 is a separate rule and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: these are different rule implementations touching different code paths. 45720 changes model forward signatures/tuple-return behavior, while 46259 changes weight initialization logic. Shared model filenames are incidental and they would not be merged into one PR." + "reason": "Different lint rules and different code-path concerns: TRF003 changes forward return behavior, while TRF018 changes weight initialization logic. Shared model files are incidental and do not indicate the same fix." } ] }, @@ -22764,7 +22732,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22830,7 +22798,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22846,40 +22814,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "41e7ef514d7470f63daca36c5de246814d244dbe669e207a1c70c53eb94dec21", + "prepared_review_unit_hash": "c132b2f0baeec9e1eedec45ada995122b665295f6a0697f2292903e5bd6af09e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5200, - "estimated_input_tokens": 1300, - "estimated_eval_tokens": 2856 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5200, - "estimated_input_tokens": 1300, - "estimated_eval_tokens": 2856 + "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": "Both items are open PRs, but they target different kinds of changes and do not look like the same underlying fix or migration. The similarity appears superficial (repo-wide test/workflow churn), so they should not be clustered as duplicates.", - "confidence": 0.94, + "summary": "These two pull requests are not duplicates: one is a mixed PR about CI telemetry secrets plus model/config updates, while the other is a focused test-migration PR. They touch different change intents and should not be merged as the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the more central representative of the pair: it changes core model code plus CI workflow plumbing, whereas 46100 is primarily a test migration with workflow/test harness edits.", + "canonical_pr_reason": "No true duplicate PR pair here; if one PR must be treated as the cluster representative, PR #46100 is the more coherent single-purpose change set, while PR #45932 mixes unrelated workflow and model edits.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the stronger standalone PR to represent the cluster because it has the broader substantive impact and code-path changes. PR 46100 is mostly test infrastructure and model test migration.", + "best_pr_reason": "PR #46100 is the better representative because it is a focused migration of kernel/model tests, whereas PR #45932 spans CI workflow secrets and several model files without a single clear change theme.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the PRs are not the same change. 45932 touches model implementations and auto mappings plus CI secrets, while 46100 is a test migration with anti-slop/workflow and model test updates. They do not appear mergeable into one concrete bug fix." + "reason": "Different underlying work: #45932 is a mixed CI/telemetry plus model-update PR, while #46100 is a dedicated test-migration PR. They do not appear to fix the same concrete code-path problem and would not plausibly merge into one PR." } ] }, @@ -22893,7 +22861,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22909,40 +22877,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d02fea58ef0f716fdeba5aecd763d3ea25b798837476976e50dd0e3f2649a635", + "prepared_review_unit_hash": "8feba39bd6cd7a0a86ff2eed8dc375c900dfd05b67622c4edb587ef90f642c33", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "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": "Two open PRs with some overlapping distributed filenames, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The soft similarity is not enough to merge them as duplicates.", - "confidence": 0.93, + "summary": "These two PRs overlap on distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch-base PR with many unrelated edits. The soft match should be rejected.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more specific, self-contained change centered on EP/router parallel and Trainer integration; it is a better representative of the concrete code-path change in this cluster than the broad branch-base PR.", + "canonical_pr_reason": "#46126 is the more specific, self-contained feature PR; #46269 is a large umbrella branch-base change touching many unrelated files, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best PR candidate because it targets one coherent feature/fix. #46269 is too broad and looks like an integration/base branch with many unrelated edits, so it is not a good duplicate representative.", + "best_pr_reason": "#46126 is the better representative of the cluster because it targets one concrete EP/Trainer integration path, whereas #46269 is too broad to serve as a clean canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They overlap in distributed-related files, but the diffs point to different underlying work: #46126 adds EP router parallel and trainer hooks, while #46269 is a broad distributed branch base with FSDP CI and many unrelated modifications. Not the same concrete bug/change." + "reason": "They share some distributed filenames, but the diffs indicate different scopes and likely different underlying work. #46126 is a targeted EP + Trainer integration; #46269 is a sweeping distributed branch-base PR, not a single same-code-path fix/change." } ] }, @@ -22956,7 +22924,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23008,208 +22976,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "63f54468364b04ab4b8b9e46a72cc50ca9d46cc156b98fa2ec0ee8a3217a24e0", + "prepared_review_unit_hash": "a790441e88ffa46c8c746bd967c6bce1aae3969d29644d813af758e4cb397e74", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25918, - "estimated_input_tokens": 6480, - "estimated_eval_tokens": 13216 + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25918, - "estimated_input_tokens": 6480, - "estimated_eval_tokens": 13216 + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated workflow-maintenance PRs. The only dense similarity cluster is several .github/workflows/pr-ci-security-gate.yml updates, but they make different changes to the same file rather than fixing the same concrete bug/change. No soft edge should be merged.", - "confidence": 0.96, + "summary": "The set is mostly a bundle of unrelated workflow-maintenance PRs. Even where the same workflow file is touched, the changes are different security/permissions/comment tweaks rather than the same concrete fix, so I would not collapse them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:46554 is the most substantive representative PR in the cluster: it makes the main functional security-gate change, while the other PRs are separate workflow hardening or comment-only tweaks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive single workflow-security change in the set, but it is still not a duplicate of the later pr-ci-security-gate follow-ups.", + "best_pr_reason": "pull_request:46554 is the best overall representative because it changes behavior in a meaningful way and is the clearest anchor among the similar-looking workflow PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; not the same underlying change." + "reason": "Different workflows and different fixes: stdin piping for PR-comment handling vs security-gate logic in a separate file." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes; superficial security-related similarity only." + "reason": "Same broad theme of workflow hardening, but they fix different paths and files; not the same bug/change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different fixes; no shared code path." + "reason": "One changes comment input handling; the other only adds explanatory comments to a security-gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different fixes; not a duplicate." + "reason": "Unrelated workflow changes: PR comment handling vs secrets handling in the PR CI security gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different changes; only both are CI helper tweaks." + "reason": "Both are shell-safety tweaks, but they apply to different workflows and different inputs; not one concrete fix." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior; unrelated CI jobs." + "reason": "Different workflows and purposes: SSH runner hardening vs benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different fixes; shared CI-maintenance theme is too broad." + "reason": "Same general CI area, but distinct workflows and distinct permission changes; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different fixes; no same bug/change." + "reason": "SSH runner security tweaks are unrelated to assign-reviewers checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; not a duplicate." + "reason": "Both are security-flavored workflow edits, but they address different workflows and different failure modes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different code paths; only broad security/CI similarity." + "reason": "SSH runner hardening and PR CI gate permissions are separate changes with no shared code-path fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different changes." + "reason": "Different workflows and different behavior changes; only a broad CI-label similarity." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different changes." + "reason": "Permissions in anti-slop vs checkout ref in assign-reviewers are unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different changes." + "reason": "Different workflow files and different command/input handling concerns." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; not the same underlying bug/change." + "reason": "Both touch CI/security concerns, but they are distinct workflows and distinct fixes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different changes." + "reason": "Assign-reviewers checkout ref and benchmark trigger logic do not fix the same problem." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different changes." + "reason": "Different workflow behavior changes in different files; not mergeable as one bug fix." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; same broad CI area is not enough." + "reason": "Separate workflow concerns: reviewer assignment checkout vs PR CI security gating." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different changes." + "reason": "Benchmark trigger conditions and build-ci-docker-images shell quoting are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; not the same code-path problem." + "reason": "No shared code-path problem; benchmark scheduling vs PR CI security checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes; only superficial CI similarity." + "reason": "Both are small workflow fixes, but one is commit-message parsing and the other is PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different changes; not the same fix." + "reason": "Build-script quoting change and PR CI permission changes are different fixes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different security-gate changes: one adds checkout/diff checks, the other changes permissions/approval logic." + "reason": "Same workflow file, but different security changes: one adds gate checks, the other adjusts permissions/conditional flow." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one implements gate checks while the other only documents a reusable workflow safety review." + "reason": "Actual gate logic vs added reviewer comments; the latter does not change the same bug or code path." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: gate logic versus removing inherited secrets." + "reason": "Both are about PR CI security, but one adds checks while the other removes inherited secrets; not the same change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different changes to the security gate; not one concrete fix." + "reason": "Permissions/flow control vs documentation comments in the same workflow file." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes to the reusable security-gate setup." + "reason": "Different security tweaks in the same workflow file; not the same concrete fix." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but one adds documentation and the other changes secrets handling; not the same change." + "reason": "Comment-only review note vs secrets handling; no shared bug/change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Commit-message quoting fix and security-gate comments are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Different workflow files and different concerns: shell quoting vs secrets inheritance." } ] }, @@ -23223,7 +23191,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23239,7 +23207,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "9ca6b7ece510a90fd432fad6ddfd41c8dde49eeb1b71e31d50e55713c0b4932b", + "prepared_review_unit_hash": "816e73a4205d026c01730c0bd3de0701f58d6999c43bda39fef8217c3b974cd5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23261,18 +23229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch source-reading with open(), but they fix different concrete code paths in different modules: one in import_utils for locating package files, the other in modeling_utils for detecting attention-implementation support. They are related by theme, not duplicate enough to merge.", - "confidence": 0.93, + "summary": "Both PRs aim to avoid brittle source-file reading with open(), but they fix different code paths in different modules: one in import_utils and one in modeling_utils. They are related by implementation style, not by the same underlying bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the more concrete, self-contained fix: it targets a specific heuristic in _can_set_attn_implementation and includes tests, making it the clearer representative of the cluster's source-reading bug theme.", + "canonical_pr_reason": "46207 is the cleaner representative of the cluster: it addresses a specific source-reading check in _can_set_attn_implementation and includes tests, while staying narrowly scoped.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best overall candidate because it addresses a narrowly defined failure mode with a direct code-path fix and test coverage, whereas 46152 is a different helper/refactor in another subsystem.", + "best_pr_reason": "46207 is the stronger standalone PR: the behavior change is explicit, localized, and well-validated by tests; 46152 is a separate utility refactor in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Reject: these are different fixes in different modules and code paths. 46152 changes import_utils/package-file resolution; 46207 changes modeling_utils attention-implementation detection. Similar theme, not the same underlying bug/change." + "reason": "Reject: these touch different modules and different source-reading logic. They share the broad goal of avoiding open() on source files, but they are not the same concrete bug or mergeable into one PR." } ] }, @@ -23286,7 +23254,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23302,7 +23270,7 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "2fdf57482ef52137e5fe120245d1bc52dbe017dd29b9c7ac21429956f5623c21", + "prepared_review_unit_hash": "8997426ad5f14dc9f04ee8ccafc553c10aae06bd49ef57e2e5ebf458e73d8911", "component_budget": { "node_count": 2, "item_count": 2, @@ -23324,18 +23292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by theme only: both add SDPA dispatch support, but they target different model families and different code paths, so they are not duplicates.", + "summary": "Both pull requests add SDPA dispatch support, but they target different model families and code paths: T5 versus wav2vec2/audio models. They are related in theme, not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broader and more representative SDPA dispatch change, covering multiple audio model implementations and docs rather than a single model.", + "canonical_pr_reason": "PR 46196 is the better representative because it is the broader, more mature SDPA-dispatch change across multiple audio models and files.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the best representative PR in this cluster because it is the larger, more general SDPA dispatch implementation across several related models.", + "best_pr_reason": "PR 46196 is the strongest standalone PR in the cluster: larger scope, more affected files, and clearer implementation coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Different model families and implementation paths (T5 vs wav2vec2/audio stack); they share only the generic goal of SDPA support, not the same concrete fix." + "reason": "Same high-level feature, but different model families and distinct attention code paths; not the same underlying bug/change." } ] }, @@ -23349,7 +23317,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23415,7 +23383,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23431,12 +23399,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "a220d3c1e3de4823a3dad4cd81f18ea69e7d27648db53779769ebc2b32c87ccd", + "prepared_review_unit_hash": "bf86731e2f0876350023b1294523ec059221de6758f948c8faa3e4ffcb340319", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23444,7 +23412,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23453,18 +23421,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug (`-dist <= right_window_size` vs `<`); PR #46546 is the broader, more complete change because it includes the Moonshine fix plus the same boundary correction in Gemma4 and tests.", - "confidence": 0.92, + "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug: the right window used a strict `<` instead of `<=`. PR 46546 is the more complete change, also adding tests and a related Gemma4 boundary fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46546 is the better canonical PR because it contains the Moonshine streaming boundary fix, adds the same fix in Gemma4, and includes test coverage, making it the more complete implementation.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming fix as 46310, plus test coverage and an additional related model boundary correction.", "best_issue_reason": null, - "best_pr_reason": "PR #46546 is the best representative of the cluster because it is the more comprehensive patch for the shared right-window boundary bug and includes validation via tests.", + "best_pr_reason": "PR 46546 is the most complete and likely superseding version of the Moonshine boundary fix; 46310 is the narrower earlier patch.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same concrete Moonshine streaming boundary fix in the shared files; #46546 is effectively a superset of #46310 for that bug and could plausibly subsume it in one PR." + "reason": "Same concrete Moonshine streaming bug and same line-level boundary fix in the sliding-window mask; 46546 is an expanded version of the same change." } ] }, @@ -23478,7 +23446,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23494,7 +23462,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "50c9364bbc8aa1d55d22e4f7f7ee23bf608d96b3c1489d63307673665ac38449", + "prepared_review_unit_hash": "334b193d6a522b2587b874eb224dce4622c838669bc0486ad7cf0d4c32e0951b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23516,18 +23484,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model, docs, and tests. They target different code paths and product areas, with no meaningful overlap beyond both being PRs in the transformers repo.", + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, and the other adds a HunYuan VL model implementation, docs, and tests. They do not appear to fix the same concrete code path and should not be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for this cluster: PR #46417 is a self-contained model addition, while PR #46376 is an unrelated draft infrastructure change.", + "canonical_pr_reason": "No canonical PR: PR #46376 is core continuous-batching infrastructure work, while PR #46417 is a model-specific addition with documentation and tests; they address different features and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the better representative of the cluster only in the sense that it is a complete, standalone model PR; PR #46376 is draft-only and addresses a different subsystem.", + "best_pr_reason": "Neither PR is a duplicate of the other, so there is no single best PR for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Reject: these PRs address different problems and code paths. #46376 adds multimodal continuous-batching support; #46417 adds the HunYuan VL model, processors, docs, and tests. They are not plausibly mergeable into one PR as a single fix/change." + "reason": "Different changesets: #46376 modifies continuous batching for multimodal support, while #46417 adds HunYuan VL model files, docs, and tests. They target different subsystems and are not the same underlying fix." } ] }, @@ -23541,7 +23509,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23557,12 +23525,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "540cd82e899445fb0389cf66a69cfa76132f3f6d3268a6b6e7a11b9cdf877d78", + "prepared_review_unit_hash": "c125afcc628be39892f99721cb752fe844371fab64e56fb90fb85612af52b1a1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -23570,7 +23538,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -23579,18 +23547,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM being routed to the wrong tokenizer class during auto-loading. They touch different code paths and should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two PRs are both tokenizer-related, but they fix different problems: one corrects CodeLlama decode behavior so real leading spaces are preserved, while the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoint-to-tokenizer class resolution. They are not duplicates and should not be merged together.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR applies because the PRs address distinct bugs in different tokenizer-loading/decoding paths and target different model families.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative of the other; each is the best match for its own separate issue.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems: CodeLlama decoder behavior on decode vs DeepSeek model_type/tokenizer-class selection in auto tokenization. They do not fix the same concrete code-path problem and would not plausibly merge into one PR." + "reason": "Different underlying bugs and code paths: CodeLlama decoder whitespace stripping vs DeepSeek auto-tokenizer class selection for specific checkpoints. No plausible single PR could cover both without becoming unrelated." } ] }, @@ -23604,7 +23572,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23620,7 +23588,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "cb58ca77752296f6db9ed709c575a10c1724a636ba1cd20148b90a73fe05ad91", + "prepared_review_unit_hash": "e0c0b777b1b6367575b3491132c8cf257860bbf006a26b96e7358d4f11cc362b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23642,18 +23610,89 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct Mistral PRs: one is a code move/refactor for MistralConverter, the other adds tekken tokenizer detection, conversion, and save utilities. They share files and subsystem, but not the same underlying change set.", + "summary": "Two Mistral PRs share a package area but implement different changes: one moves MistralConverter into the integrations package, the other adds tekken tokenizer detection/conversion/save support. They are related, but not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the broader, more user-facing tokenizer feature work and better represents the cluster\u2019s Mistral integration direction, though it is not a duplicate of 46603.", + "canonical_pr_reason": "PR 46604 is the better representative of the Mistral tokenizer work because it is the broader feature PR, whereas 46603 is mainly a refactor/move of existing converter code.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 is the strongest representative artifact because it introduces the concrete tokenizer behavior change; PR 46603 is a narrower refactor/move of existing Mistral conversion code.", + "best_pr_reason": "PR 46604 is the most representative artifact in the cluster: it introduces the main user-visible tokenizer functionality and is more substantive than the packaging-only move in 46603.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Shared Mistral tokenizer files do not make these the same change: 46603 moves MistralConverter into the integrations package, while 46604 adds tekken detection/conversion/save utilities. They solve different code-path problems and would not be merged as one PR." + "reason": "Different underlying changes: 46603 relocates MistralConverter into the integrations package, while 46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files/subsystem 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": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46743", + "pull_request:46748" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46748", + "pull_request:46743|pull_request:46748" + ], + "prepared_review_unit_hash": "36a59ddf231f2844a45211bbd381767aa5bad31d2b1edb559a9f852ef73bced3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6684, + "estimated_input_tokens": 1671, + "estimated_eval_tokens": 3598 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6684, + "estimated_input_tokens": 1671, + "estimated_eval_tokens": 3598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests address different bugs in different code paths: Mamba2 mixer chunked-prefill/speculative decoding, CPU fallback for `grouped_mm`, and offloaded cache prefetching on hybrid models. 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They would not plausibly be merged as one PR." + }, + { + "left": "pull_request:46743", + "right": "pull_request:46748", + "accept": false, + "reason": "#46743 is a CPU `grouped_mm` fallback change in `moe.py`; #46748 is an offloaded cache prefetch fix in `cache_utils.py`. 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"generated_at": "2026-06-18T18:07:38Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "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:43596|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:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "65e0f03627e6fc7e9df716d167411e65bb41b5c8c0232a7bf3605803b4991143", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 62, + "serialized_chars": 45715, + "estimated_input_tokens": 11429, + "estimated_eval_tokens": 23114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a few small duplicate mini-clusters: DeepSpeed ZeRO-3/Bert index errors, Qwen3.5 MoE rotary-embedding materialization/offload, and torch 2.4.1 compatibility reports. No single issue cleanly represents the whole set.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue for the entire cluster; it spans many unrelated bugs. If one anchor is needed, issue 43596 is the best representative because it has the clearest near-duplicate partner (43638) and the most general description of the ZeRO-3+Bert index-out-of-bounds family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best global issue anchor only in the narrow sense that it sits in the strongest duplicate mini-cluster; the rest of the set is too mixed to collapse onto one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: config attribute mismatch for Qwen3.5 vs streaming chat/completions API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are model/backend-specific, but one is AMD GPU support and the other is MPS histogram support; different root causes." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated bugs: Mistral image dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different dtype/backend problems in different models; not the same code-path bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "GPT-OSS AMD GPU failure is not the same as the Nemotron example breakage." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/backend issues; no shared concrete failure path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different export/runtime paths and different model families." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export error is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "A runtime task crash is not the same as outdated RAG documentation." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale docs, but they refer to different removed v5 topics and look like separate cleanup items." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking bug is unrelated to resuming training with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both involve tensors/devices, but the reported failures and affected paths are different." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different error shapes and different trigger conditions; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert init bug is unrelated to resume-training remote-code handling." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape errors, but one is specific to ZeRO-3 Bert init and the other to a different mask/indexing failure." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Generic mask-shape mismatch is unrelated to Qwen3.5 video chat templating." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different runtime failures in different model classes; no shared code-path." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code resume issue is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video input StopIteration is unrelated to training resume with remote code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Same broad area of loading/training, but not the same underlying failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset parsing is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the specific failures differ: collective mismatch vs ZeRO-3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 + Bert index-out-of-bounds failure; 43638 is just a narrower Bert/non-pretrained variant of the same bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy call path is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA save/reload output mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error is unrelated to LoRA merge/save/reload behavior." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for a specific model is not the same as remote-code model_class config_class lookup failure." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other is a distributed collective mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is not the same as the mask/indexing error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding bug in the meta/materialization/offload path; 45902 is a more specific manifestation of the same issue." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute regression is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE is unrelated to expensive reverse embedding lookup on inputs_embeds." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both are the same torch 2.4.1 compatibility regression; 46515 is a narrower restatement of the same incompatibility." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is unrelated to Qwen-3-8B-NVFP4 runtime failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE runtime issues on different backends; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral image dtype mismatch and Nemotron example breakage are separate failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models, different backends, different error modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 execution failure is unrelated to Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram Int error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and distinct runtime failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy invocation is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error is similar only at a high level; the affected model and failure path differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed features and should not be merged as one bug." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Same broad MoE theme is not enough; these are different backend-specific failures." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different model/trainer issue vs backend histogram error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths: Liger kernel integration vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed distributed mismatch is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing shape mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure is unrelated to outdated RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy issue is unrelated to the mask/index shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, identifies only a few small duplicate mini-clusters, and does not over-collapse the set onto one issue. The soft-edge verdicts are conservative overall, and the accepted pairs are supported by the titles and issue descriptions (especially 43596/43638, 45859/45902, and 45800/46515)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue: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:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:44387|issue:45005" + ], + "prepared_review_unit_hash": "a5f35e5f1de1a28ff9f824053451ee17d3f83a6f9a258a6f6a1b9121c7e3b7fc", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated regression reports were clustered by semantic similarity. The only clear duplicate family is the AutoTokenizer wrong-token-IDs regression, with a possible second duplicate around the same ZeRO-3 size-0 loading failure.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45920 is the broadest open report in the cluster, covering the tokenizer regression across multiple model families and already attracting references, so it is the best umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most representative and actionable issue here: broad scope, active discussion, and clearly captures the recurring tokenizer failure better than the narrower variant reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific load failures: corrupted Ovis2 checkpoint vs missing loaded text-encoder weights in Sam3Model." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version regressions, but they describe different incompatibility surfaces and not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to the USE_DISTRIBUTED=0 pytorch support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same concrete failure pattern: index-0 out-of-bounds with size-0 tensors during DeepSpeed ZeRO-3 loading/init, likely the same shared bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 auto-device-map CUDA assert are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they concern different removed/changed API references." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support breakage." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support issue and table-question-answering crash are different subsystems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy fallback bug is unrelated to the Qwen3-vl video StopIteration error." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-map mismatch and Qwen3.5 video-token mismatch are different model-specific failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure is unrelated to the Gemma4 device-mismatch bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and RAG documentation drift are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are different regression classes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: 45920 is the broader multi-model report, while 45812 is the Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different model issues." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-support breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and RAG docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window, but they are different model/config bugs with different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch and ZeRO-3 size-0 IndexError are different errors." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash loading issue and Ovis2 checkpoint corruption are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are different failures." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure and pydantic model regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading failure and torch/transformers compatibility break are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat paths, but the crash modes and code paths are not clearly the same bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram-op failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and MPS histogram_int issue are different backend bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import-path break and Gemma3 sliding_window_pattern issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Phi-tiny-MoE autocast dtype mismatch are different execution-path bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template compile error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weights bug and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-shape mismatch and ZeRO-3 size-0 loading failure are not the same concrete bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class failure are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig break are different config regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version compatibility and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different feature requests/issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 OOM regression and tied-weights translation regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions are mostly conservative. The two accepted pairs are supported by closely matching titles/failure modes: the AutoTokenizer wrong-token-IDs regression family and the similar ZeRO-3 size-0 IndexError reports. The broader canonical issue choice for issue:45920 is also reasonable given its open state and multi-model scope. No clear overstatement stands out from the provided evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "e066bb000481f137654a9b2254cfa22af201f3d0c3274743c691b5d2ef9f6caa", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a few weak duplicate candidates; only the remote-code/custom-module loading pair and the input validation/error-message pair look like the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45698 is the broadest and most current report in the strongest duplicate-like pair, describing the underlying wrong-module loading behavior after save/load for custom remote-code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best umbrella issue here: open, discussion-heavy, and it captures the general custom-module resolution problem more cleanly than the leaf-directory collision variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention IndexError shapes, but they appear to come from different paths: generic mask/index mismatch vs Qwen3.5 + TRL input embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different concrete bugs: grouped_mm tracing failure vs GPT-OSS tensor-parallel/MoE behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "One is an autocast dtype mismatch, the other is a chat/completions streaming failure; same broad area, not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated concrete issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different code paths: unexpected _is_hf_initialized argument during init_empty_weights vs a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Tracing error at grouped_mm and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal dtype/video problems, but one is image preprocessor dtype mismatch and the other is video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero3/BertModel empty-shape initialization issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Related to video input regressions, but one is a broad v5.3.0 regression across models and the other is a specific apply_chat_template token/feature mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is a comparative quality complaint and the other is a pipeline/AutoModel output problem; too weak to treat as the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different model-init bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention fallback behavior and remote-code model_class/config_class resolution are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different failures: Mistral-3 image dtype mismatch vs Qwen3.5/TR L unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality and Qwen3.5/TR L unpacking are not the same code-path problem." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model-quality reports for different architectures." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same remote-code/custom-module loading bug: the cache/path logic can resolve to the wrong module and load the wrong code after save/load." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "A Jupyter custom-model init regression and a FlashAttention2 fallback blocker are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they appear to be different model families and likely different tie-weight code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and FlashAttention2 fallback logic are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and tied-weights regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling do not look like the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer implementation issue vs documentation typo." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weights regression are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Documentation typo and docs mentioning a removed command are not duplicates." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 input embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both point to the same input_ids/inputs_embeds validation logic producing wrong or misleading error handling/messages, with 46463 looking like a T5-family instance of the broader bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and different round-trip behavior." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are plausible duplicates based on the titles and issue descriptions, and the rejected pairs are mostly justified as different concrete failure modes. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "e5e326999885081b35c5b225b7eddfbd70be00da25164c43484947a64ef9bdff", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mixed issue cluster dominated by recent Transformers v5 regression reports. Only a few soft edges look like true duplicates: non-persistent buffer corruption, SigLIP2 implementation discrepancy, and tokenizer-output regressions. Most other pairs are different model-specific failures or unrelated subsystems.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the broadest umbrella among the set: it captures the recurring theme of recent-version model-loading and remote-code breakage that several of the other reports orbit around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global representative because it is the most general and central to the cluster\u2019s repeated v5 regression pattern, even though the cluster is not a single clean duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being filled with junk/corrupted on load." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is degraded text embeddings; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is a different code path than non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss signature change and Gemma3 loading with ZeRO-3 are unrelated failures." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/back-end issues: bitsandbytes Int8Params kwargs vs missing Float8 storage object." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/pathology: autocast dtype mismatch on Phi MoE vs Qwen3.5 3D position_ids/FlashAttention crash." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same tokenizer regression in v5; 46489 looks like a specific missing-case gap in the broader AutoTokenizer bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and noisy loading output are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and generic tokenization changes across versions are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities is not clearly the same defect as generally worse SigLIP2 text embeddings." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent buffer/materialization problem: 45902 is a concrete instance of the junk-buffer regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention illegal-memory crash from packed-sequence misread is different from CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy / quality regression; one is a symptom, the other is the broader HF-vs-JAX mismatch." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing inefficiency under LoRA and int4 quantization OOM are distinct memory issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the non-persistent buffer materialization regression." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Voxtral tokenizer error message vs glm-4v-9b load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization regression and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different symptoms: noisy transformer loading vs sleng-bert model loading failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight shape error and early-stopping metric handling are unrelated training issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config missing fields is a narrower config bug, not the same as the broader remote_code breakage report." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing inefficiency and Qwen3 MoE memory usage are different performance/memory problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load crash and Qwen3 MoE FineGrainedFP8 failure are different model-specific issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2_5_VL class and bitsandbytes Int8Params kwargs are different incompatibilities." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram dtype limitation and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and a GLM5 issue are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b load failure and missing all_tied_weights_keys on Molmo are different model-loading problems." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code breakage and Gemma4 PLE device mismatch do not share the same code path." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping-name handling and remote_code breakage are different loader edge cases." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3_moe HF4-to-HF5 LoRA compatibility and a tie_word_embeddings warning are not the same failure." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/device issues: autocast dtype mismatch vs device_map auto mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The chosen representative issue and the accepted soft edges are well supported by the issue titles, and the rejected pairs are not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "1bb735262b06747b33fdaaceb9ce00cee0e5c040e56558644ce94f365280cc13", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated transformers bug reports. Only a few soft pairs look like true duplicates or same-root regressions: the v5 docs cleanup, the mask/tensor shape mismatch, and the `_is_hf_initialized` load-time TypeError regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41093 is the cleanest canonical issue because it has the most exact duplicate signal: issue:44805 repeats the same mask-vs-tensor shape mismatch with the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the strongest representative issue in the set because it is a precise, concrete bug report with an exact duplicate candidate and a clearly identifiable runtime failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer regressions, but they target different models and different failure mechanisms; too broad to treat as the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different conversion APIs in opposite directions and do not look mergeable as one fix." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same underlying docs cleanup for v5 pipeline removals; both report stale summarization/translation pipeline references that should be removed." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizer breakage in v5, but the affected model families and the concrete tokenizer bug differ." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different problems: one is a tied-weight bug in a model class, the other is a from_pretrained buffer regression." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different auto-model instantiation failures: one is composite config unwrapping, the other is remote-code config_class handling." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` constructor-argument regression during model loading; both describe the same compatibility break surfacing through different loaders." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both involve loading/fp8 or initialization problems, but they are not the same code-path or same failure mode." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Different regression classes: tokenizer/remote-code breakage versus a remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The Whisper report is too generic to be confidently the same bug as the specific `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed and Qwen models, but one is weight conversion/loading and the other is gradient averaging; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message while the other is a real tokenizer loading failure on a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing issues are related, but one is a LoRA effectiveness bug and the other is a missing capability flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different training/runtime errors: custom loss signature mismatch versus a tensor mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading bugs in Qwen variants, but the specific failing path and symptoms differ enough to keep separate." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Same broad video area, but one is a multi-model regression and the other is a specific StopIteration in Qwen3-VL-embedding; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading/tokenization, but one is an error-message issue and the other is a current-version model load failure for a different model." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask/tensor shape mismatch failure described with matching error text, so they look like direct duplicates." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different problems in different subsystems: RLHF gradient explosion versus flash-attention sink handling." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated training DeepSpeed error versus image processor segmentation-map handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Both mention Qwen3-family models, but one is a PagedAttentionCache crash and the other is a checkpoint-loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures with different root causes and symptom surfaces." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated model-support request versus autocast dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: ZeRO-3 init index error versus torch-version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-MoE/OSS models, but architecture support and sliding-window behavior are distinct issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary/position-id bugs in different model families; not the same underlying defect." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 KeyError and the other is a device-map mismatch in forward." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The three accepted pairs have clear shared failure modes or shared docs cleanup scope, and the rejects avoid over-merging broader similarity signals. Canonical choice of issue:41093 is also supported by the near-identical mask/tensor mismatch in issue:44805." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "9b0f22e4ce345dcddd03fd6bf51d9bdb7c901f64e9b1f66a079adc4909259202", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37774, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers regressions. The only clear duplicate/near-duplicate pockets are: non-persistent buffers getting junk values, custom model initialization breaking in v5, and a likely SigLIP2 bad-output regression. Most other soft edges are too broad or model-specific to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the strongest canonical anchor: it states the regression precisely, and #44534 is an essentially identical follow-up with the same non-persistent-buffer symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue to anchor the cluster because it is specific, clearly actionable, and has the cleanest duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failure modes: deepspeed/zero3 Bert index error vs a torch-version compatibility complaint." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated topics: GGUF gpt-oss support vs missing Float8 storage type." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and bugs: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are inference bugs, but they affect different models/code paths and the symptoms are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class is not the same bug as meta-device loading failures." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading bugs are distinct code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video inference and MoE MPS histogram errors are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same v5 custom-model initialization regression; one is just notebook-specific." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5/VL embedding failures with different triggers and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to Qwen3.5 flash-attention illegal-memory-access." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version issues affecting different subsystems; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 failures share no concrete code path." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to a torch 2.4.1 incompatibility claim." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Config/mapping validation failure vs Gemma4 device mismatch; different underlying problems." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and a tensor-mask shape mismatch are different errors." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model regression causing invalid outputs across APIs; these look like the same underlying inference bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they appear to be different model-specific validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert initialization and TOKENIZER_MAPPING_NAMES handling are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/Bert zero-size index error is unrelated to add-new-model-like mapping logic." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU+CPU offload loading failure and mmap/OOM on Strix Halo are different issues." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Model/tokenizer mapping validation and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading regressions with no shared concrete code path." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs and SigLIP2 docs-example errors are related only by model family, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of v5 filling non-persistent buffers with junk; this is a clear duplicate." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3Moe FP8 failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe incompatibility and Gemma4 embedding resize behavior are unrelated regressions." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both say models do not load, but the evidence is too model-specific and insufficient to confirm the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention issues are different model/code-path failures." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Silent dtype handling during AutoModelForCausalLM loading is distinct from from_config() leaving config.dtype stale." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are well-supported by near-identical titles/symptoms, and the rejected pairs are generally separated by model family, code path, or error type without overclaiming duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "8ca179c307afa2ed6f369b8dfc2a401b5260a9b92128c07bf17cd0244079c660", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft links are largely false positives across different models and distinct failure modes. The only pair that plausibly shares the same underlying bug is the resize_token_embeddings regression affecting nested/output embeddings in related Gemma/T5Gemma model classes.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it captures the resize_token_embeddings regression more completely, including both embed_tokens_per_layer and output_embeddings impacts.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest representative of the only likely duplicate bug in this set and has the clearest, broadest symptom description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is a ZeRO-3 load failure and the other is a save_pretrained key regression; different code paths and symptoms." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; no evidence they are the same bug or mergeable change." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory usage, the other is quantization offloading; distinct issues." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but they affect different subsystems and have different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is MoE training and the other is int4 quantization reserved memory; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and loading scenarios; no shared concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example with model/processor mismatch and quantization failure, the other is bad inference results; too different to merge." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading errors." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "One is a Qwen3 MoE LoRA compatibility problem, the other is a generic resize_token_embeddings issue." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD optimizer arguments are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is a model-specific issue, while the other is a quantization save/load regression." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not appear to be the same underlying defect." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are distinct loading bugs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different entry points and different model/processor issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings failing to update downstream embeddings in related model classes; this looks like the same underlying regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence crash and the other is an AttributeError on sink-less models; different bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/vocab-related, but one is a vocab-size inconsistency and the other is a model loading failure." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different compatibility problems: Torch 2.10 vs meta-device loading regressions." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but they concern different model architectures and are not clearly the same code-path bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offload OOMs, but with different mechanisms and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and problem domains." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and unrelated runtime failures." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared_kv_states bug and AutoModelForCausalLM text_config unwrapping are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta-init loading TypeError and mmap OOM are different issues." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma bugs with different execution paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes: quantization memory growth vs mmap on Strix Halo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative across the soft links. The lone accepted pair, issue:45276 vs issue:45335, is plausibly the same resize_token_embeddings regression across related Gemma/T5Gemma classes. The rest are appropriately rejected as different models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "3e5ed8cfe82e0e0802c62c61148194fcbfe1b23804aa8203e9d9e8eb2fdc3bf6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37886, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft edges are false positives across different regressions. The only clear duplicate set is the `resize_token_embeddings` regression trio, where the generic issue is the best anchor.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the most general formulation of the shared `resize_token_embeddings` bug, while the others are model-specific manifestations.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the underlying bug and can subsume the Gemma4 and t5gemma variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are model-loading/quantization regressions, but one is about NVFP4 fallback behavior and the other about MXFP4 quantization handling; different failure modes and code paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device(\"meta\")` load failures and Strix Halo mmap OOM are unrelated root causes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation with `num_sparse_encoder_layers=0` is unrelated to the Gemma4 FSDP2 `shared_kv_states` rebuild bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is eval-mode incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track embedding leakage and Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and the broken official example are related only thematically, not the same defect." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug; 45276 is the Gemma4-specific manifestation and 45292 is the generic report." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram-on-int error and the Nemotron example failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading are different subsystems and failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RLHF NaN from 3D position_ids/SDPA fallback are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure is not the same as the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation during `save_pretrained` is a different issue than loading the wrong custom module after save." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to Gemma4 FSDP2 `shared_kv_states` rebuilding." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are separate tokenizer bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` bug affecting output/decoder embeddings; 45335 is the t5gemma-specific manifestation." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and `meta`-device loading failures are different problems." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and `resume_from_checkpoint` max_steps miscalculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load handling are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage support and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader environment breakage; the other is an autocast dtype mismatch in a specific model path." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs regression and slow `convert_tokens_to_ids` for slow tokenizers are different tokenizer problems." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in `convert_tokens_to_ids` and CodeLlama leading-space round-trip loss are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline regression and version-dependent tokenization changes are distinct." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading failure and notebook custom-model initialization regression are different custom-model issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type and compile-time non-template-node error are different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are separate issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compile-node type error do not share the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask-shape IndexError are different failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only clearly supported duplicate cluster is the `resize_token_embeddings` trio (45276/45292/45335), and the chosen canonical anchor (45292) is the most general title. The remaining soft-edge rejections are conservative and consistent with the distinct failure modes suggested by the issue titles. No overstatement is evident from the provided data." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:46285|issue:46402", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530" + ], + "prepared_review_unit_hash": "532b6810f7788c29623cfe0d532f71192629ef890ce35f48054a87938e5bab42", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36808, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most soft pairs only share broad vocabulary around loading, tokenizers, quantization, or tracing, but they do not look like the same underlying bug/change. I found no convincing duplicate PRs (none present) and no soft edge that should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44488 is the most representative broad regression report in the set: a current-version model load failure with active discussion, while the other items are mostly narrower, unrelated tokenizer/model/config/quantization bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44488 is a reasonable cluster anchor because it is a concrete, broadly phrased loading regression and has enough discussion to suggest centrality, even though it is not a true duplicate hub for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline task names; different documentation fixes." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and a Qwen3.5 TRL SFT embedding issue are different code paths and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a SigLIP2 bad-output report, the other is a ModelOutput key assignment bug; not the same underlying defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures via torch_compilable_check are unrelated to Perceiver interpolation-positioning failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but one is a T5Tokenizer special-token conflict and the other is a gguf_file/from_pretrained regression." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM config unwrapping are different serialization/config bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized-model save/load breakage and mistral_common continue_final_message handling are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL/MoE loading, but one is a version breakage and the other is a specific weight-shape mismatch for a model checkpoint." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The isolated reproduction of an older issue is not enough to prove it is the same as the specific continue_final_message tokenizer bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading regressions: est-roberta loading versus the Mistral regex patch/backend_tokenizer crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory inefficiency during Qwen3 MoE training and disabling mmap on Strix Halo are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel index error and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but one is a model-specific load failure and the other is a Mistral regex/backend tokenizer crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading behavior and non-persistent buffer junk-filling are separate Transformers 5 regressions." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json during AutoTokenizer loading is a different tokenizer-resolution bug from DeepSeek-Coder v1 output corruption." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Mistral tokenizer BPE-marker handling and Mistral3 lm_head weight tying are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer special-token conflict and Qwen3 MoE fine-grained FP8 failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is not the same as the template-node compilation error." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific loading problems." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding offload incompatibility are different code paths." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping add-new-model-like failure and flex_attention compilation failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code AutoConfig field loss and PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "torch dynamo grouped_mm tracing on Mixtral and template-node compilation errors are separate compiler/tracing failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions for different checkpoints; no shared concrete failure mode." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 linear_attention cache crash are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 10, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "f45cfd0c3171f128741a0ca17e8e492cad986c72310935f6549d8e1dc2660a35", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37699, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues with a few loose Transformer v5 regression similarities; I would not consolidate any of the proposed soft edges.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest, clearest representative of the cluster\u2019s recurring v5/custom-model initialization regression theme; the other items are mostly narrower model- or feature-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generic and self-contained issue here, so it is the best umbrella representative for related initialization regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different failure modes: perplexity/quality on a specific model vs tokenizer post-processor updates at runtime." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffer contents and the other about custom model initialization; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Token accounting bug and multi-image iterable-dataset failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging omission is not the same as an unsupported backend registration error for tensorflow_text." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but one is a regression from an unsupported arg and the other is a different helper-function issue." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Ignoring skip_special_tokens and failing on empty transcription after align_special_tokens are different Whisper bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading a specific BERT model." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image Qwen2.5-VL dataset loading and mistral_common continue_final_message are unrelated paths." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is not the same as notebook custom-model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both concern GGUF loading, but one is a broad from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; not clearly the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-compilation TypeError and GraniteMoEHybrid invalid-method calls are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device_map offload loading and Qwen2.5-GGUF loading are distinct failure paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures in v5, but they target different models and likely different root causes." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate defaulting in apply_chat_template is unrelated to batched-vs-single padding mask behavior in MIMI." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and non-template-node compilation error are not the same code-path problem." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise/logging is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistencies and StaticCache sequence-length type mismatch are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Related v5 init regressions, but one is broad custom-model initialization and the other is specifically junk-filled non-persistent buffers." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter notebook custom-model initialization and buffer initialization junk are adjacent but not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights and device-dependent serialization of lm_head.weight are different symptoms and not clearly one bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Batched-vs-single padding-mask mismatch and DAC.from_latents vs forward mismatch are different model-specific inconsistencies." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model load failure for ScandiBERT is unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8-config failure and unexpected _is_hf_initialized argument during init_empty_weights are different initialization bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo processor size mismatch are unrelated vision issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different affected models and different failure mechanisms: loading a model vs tokenizer regex patching." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen not updating have no common underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to loading facebook/MobileLLM-125M." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict and loading physical-intelligence/fast are different tokenizer/model-loading 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": 23, + "review_unit_index": 11, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:41553|issue:43582", + "issue:43531|issue:44291" + ], + "prepared_review_unit_hash": "3900eff2bc4e39cc0ee127ee773aa734478ea643bbf55588f7fe0226785f63e2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35940, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer/v5-regression issues with one plausible duplicate pair around Qwen3.5 save_pretrained checkpoint keys. No PRs are present.", + "confidence": 0.59, + "canonical_issue_reason": "issue:45216 is the best canonical issue here: it describes the broader Qwen3.5 save_pretrained regression, and issue:45357 reads like a narrower follow-up on the same checkpoint-key problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the clearest concrete bug report in the only near-duplicate subcluster, so it is the best representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: generation sync/dispatch overhead vs. StaticCache return-type contract." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated bugs: torch.export with torch_compilable_check vs. OmDet processor image-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal failures, but on different models and different failure modes; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL regressions: video-input handling vs. still-image temporal position_id scaling." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 appears to be a later, narrower report about incorrect visual encoder keys." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load error and CUDA assert in device mapping are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window vs. strict config loading for granite_speech." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizers in v5, but one is a loading regression and the other is a performance regression; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to noisy loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failures: PaddleOCR-VL load in vLLM vs. Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "One is a base_model_prefix loading regression, the other is non-persistent buffer corruption; different code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is still-image position_id scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and behaviors; not mergeable as one fix." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs. a specific tokenizer loading failure are not the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized handling vs. mmap/OOM on Strix Halo." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing misuse is not the same as missing supports_gradient_checkpointing metadata." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL family training issues, but they concern different model versions and distinct data-path failures." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights argument compatibility is unrelated to float8 storage resolution." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading failures: GGUF/v5 compatibility vs. missing pad_token_id on Llama4Config." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting different internals; not the same code path." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer Voxtral error message and Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different compatibility problems: Qwen3-MoE sliding_window vs. init_empty_weights/_is_hf_initialized." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary stays within the packet, correctly notes that the cluster is mostly heterogeneous, and the only accepted soft-edge pair (45216/45357) is reasonably conservative given their shared Qwen3.5 save_pretrained/key-regression framing. No PRs are present, as stated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44829|issue:45479", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43632|issue:45072", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43296|issue:45800", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "c85596188b33837ecaa32ac92b1aa5912795ea2a0cd60992c106e0f1b316ed12", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "Most edges are loose theme matches rather than duplicates. The Qwen2.5-VL pair (45325/45381) is the closest match, but with only titles available it is best treated as a related report pair, not a confirmed duplicate/root-cause merge.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45325 is the most code-path-specific Qwen2.5-VL report, but the available evidence is only enough to treat it as the best representative for the position-id regression family, not as a proven superset of 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45325 is the strongest single representative because it names the `get_rope_index` position-id scaling path directly; 45381 appears related, but the packet does not establish a shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both involve memory/offload behavior, but one is a device-mapping load failure and the other is MoE training memory usage; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging/backend availability, but one is install extras metadata and the other is a runtime undefined-backend error." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "One is runtime post-processor refresh for special tokens; the other is a tokenizer-specific BOS/EOS regression. Related area, not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different failure modes: flash-attention training degradation vs. binary classification with `num_labels=1` producing zero loss." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated code paths: Qwen3 device-mapped CUDA assert vs. Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internals with different symptoms." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both mention tokenizer loading, but one is ignoring `tokenizer.json` while the other is a Granite token-ID regression; not clearly the same defect." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and mechanisms: Video-LLaVA tower wiring vs. Sam3 text-encoder weight loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are vision-model issues, but one is Video-LLaVA architecture wiring and the other is Qwen3.5 save/load key naming." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve Transformers v5 model lifecycle changes, but one is `base_model_prefix` loading and the other is custom initialization; too broad to merge." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both concern batching/padding effects, but they affect different models and different failure modes (output mismatch vs. NaNs)." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation issue vs. a vLLM model-load failure for PaddleOCR-VL; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key handling are unrelated implementation details." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share a code path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` / `torch_compilable_check` failure is unrelated to dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime issues, but one is Whisper execution and the other is `torch.device(\"meta\")` initialization breakage." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL position IDs in 5.3.0, but the packet only provides titles; it does not prove a shared root cause or that one report subsumes the other, so this is related but not a confirmed duplicate." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is an HF-vs-JAX discrepancy and the other is nonsensical outputs via AutoModel/pipeline; not enough to call duplicates." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention `lm_head.weight`/weight tying, but one is a model-specific tie failure and the other is a device-dependent serialization regression." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL vision inputs, but one is finetuning with a multi-image IterableDataset and the other is video `vision_position_ids`; different concrete bugs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position IDs and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and different failure classes: FP8 config support vs. GGUF loading under Transformers v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` argument handling and strict config loading are separate compatibility issues." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag handling and bfloat16 dtype mismatches are distinct regressions." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization-version changes are not the same underlying bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL positional-id computation." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen video position IDs are different subsystems." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/Transformers version incompatibility are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but one is Qwen video-input handling and the other is Gemma4 PLE device placement." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. The only accepted pair, issue:45325 vs issue:45381, is plausibly related because both concern Qwen2.5-VL position IDs in 5.3.0, but the packet only gives titles; it does not establish a shared root cause or that one subsumes the other. Phrasing like \"cleanest root-cause report\" and \"same regression family\" overstates what can be concluded from the available data. The other rejections are conservative and fine, but this one needs to be softened to a related/not-confirmed-duplicate stance." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:36331|issue:42617", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "9cb385d2d582585269e3cb3dc8da405622eea04403bc110d4ae3992f6a9305a0", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36835, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated issues; none of the proposed soft pairs are strong duplicates, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue emerges: the cluster spans unrelated tokenizer, loading, quantization, training, and model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no single issue that subsumes the rest; at best these are separate model- or subsystem-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to torch.export/torch_compilable_check failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and Whisper empty-transcription failures are different model/code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and sleng-bert tokenizer loading failure are separate issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "weight tying bug in AyaVision is unrelated to Bamba SDPA torch.compile failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload mismatch does not match DAC.from_latents vs forward inconsistency." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but they affect different models and different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes are unrelated to export failures involving torch_compilable_check." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Moonshine streaming mask off-by-one and tokenizer conversion slowdown are different regressions." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to missing gradient-checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and symptoms differ substantially." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying and bfloat16 dtype mismatches are separate problems." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model offload loading and generic quantized offloading issues are not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batch-padding behavior is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity evaluation and ineffective gradient checkpointing are different concerns." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk initialization are distinct loading bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to composite Qwen text_config unwrapping." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cuda asserts and Llava Next segfaults are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py runtime failure." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures affecting different models; not the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression and T5 apex RMSNorm leak are separate memory 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": 23, + "review_unit_index": 14, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44008|issue:45823", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "2da19d6f7181088c343052b671db5ae11609223edd65766a43ac8db168aaf589", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate at the concrete bug/change level; most are only loosely related by subsystem or symptom. I\u2019d use issue #43873 as the best overall issue anchor because it is active, broadly scoped, and has the strongest discussion/reference signal, but there is no PR candidate here.", + "confidence": 0.72, + "canonical_issue_reason": "#43873 is the most central and actionable issue in the set: it is open, broadly framed around offloading/quantization behavior, and has the strongest external reference signal.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the best combination of scope, activity, and likely downstream relevance for anchoring this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: multi-GPU training vs flash-attention generation; too broad to be the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated code paths: custom trainer compute_loss signature vs Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/pretrained-related regressions, but they are different model-specific serialization bugs with different affected keys." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config-loading failure and tokenizer-loading failure are distinct issues affecting different artifacts." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug vs tokenizer behavior change; not the same underlying defect." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on a model does not match a tokenizer-version-change issue, even if tokenization may be involved indirectly." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d choice and the other is missing text-encoder weight loading; different fixes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Completely different training/runtime problems and model contexts." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offloading, but one is quantization/offload correctness and the other is mmap OOM on a specific platform." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash vs dtype mismatch in unrelated models; no shared concrete code path." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Both trainer-related, but one is checkpoint resume epoch iteration failure and the other is early stopping metric lookup." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different failure modes: torch.compile/SDPA vs accelerate loading of packed weights." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading bug and resume_from_checkpoint max_steps bug are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is missing weight tying in a generation model; the other is incorrect save_pretrained key serialization for a different model family." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression vs tokenization changes; too generic to merge as one bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime issues, but one is compile/SDPA and the other is CPU offload device mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading/custom model usage, but they describe different failures and different API surfaces." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and image-size mismatch are separate preprocessing bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in one model\u2019s forward pass vs device_map auto forward mismatch in another model." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different quantization/offload problems with different root causes and execution stages." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution mismatches, but they affect different processors/models and likely need different fixes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError in generation API is unrelated to failing to run a 3d parallel script." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes on multimodal models, but the concrete attribute errors and affected processors differ." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and permission propagation are unrelated save/load behaviors." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and parallelism features; no shared concrete bug." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "MoE sliding-window behavior and missing pad_token_idx are distinct model/config issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantized model loading and pipeline import dependency validation are different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer crashes in different models; no evidence of the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 15, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "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:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "06145b8c09b919cfcf1ac17d0e81863523ae5298075d43ebb14a0d5dee6144b5", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with no shared underlying bug. The only clear duplicate pair is the two reports about non-persistent buffers being filled with junk in Transformers v5.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43644 is the earlier, more specific report of the same non-persistent-buffer corruption bug, and it already has inbound reference activity; issue:44534 is a later rephrasing of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best issue candidate overall because it is the clearest and earliest representative of the only true duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different subsystems and failure modes: BeitImageProcessor label reduction vs GLM-4V loading failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload persistence." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and void segmentation map processing are different issues." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset behavior are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different models and code paths: SDPA/torch.compile failure vs tokenizer special-token registration." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is not the same as the T5 add_special_tokens load-time conflict." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video input processing differs from Qwen3VL weight_only loading failure." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Memory/OOM under int4 quantization is unrelated to tokenization behavior changes across versions." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both mention from_pretrained/v5 behavior, but one is buffer initialization corruption and the other is a class-usage inconsistency." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path slash import warning and multimodal token-counting undefined-variable bug are different." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different models, symptoms, and root causes: offload mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering on tuple labels is unrelated to SAM3 text/bbox processing behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failure are distinct service/runtime issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting is unrelated to progressive generation cache behavior." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder save keys and missing text encoder load are related only broadly to checkpoints, not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are different configuration issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but for different checkpoints and failure causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are different Qwen3-related bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "These are separate config/API issues and do not share the same concrete code path." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num_labels propagation bug is not the same as single_label_classification yielding zero loss." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption and from_pretrained behavior inside Python classes are not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are clearly the same bug: Transformers v5 incorrectly fills non-persistent buffers with junk; the titles differ only in specificity." + } + ] + }, + "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": 23, + "review_unit_index": 16, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693" + ], + "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:45704|issue:45923", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:39692|issue:43873", + "issue:46032|issue:46463", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43720|issue:43819", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "d2fe2f9988b7321f7bff88e09f675a906aaec0e3a557e1881d713076bda5df90", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37070, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports. The strongest duplicate-like pairs are the offline-tokenizer cache regression and the Qwen2_5_VLProcessor batched padding=False crash; the latter is a near-duplicate with minor title/formatting differences, not an exact title match.", + "confidence": 0.85, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the Qwen2_5_VLProcessor pair: it describes the same apply_chat_template batched-input crash with padding=False, with only minor title/formatting differences and slightly more inbound attention.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue anchor here because it is essentially the same bug report as issue:44514, just phrased more cleanly and with the same concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different bugs: AddedToken construction error vs a model loading failure for ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated code paths: Perceiver image classification resolution handling vs bfloat16 dtype mismatches." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: loading a model package vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen, but one is a tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Not the same bug: eval-mode gradient checkpointing restriction vs gradient blow-up with ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different issues: SigLIP2 documentation/model mismatch vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different systems: Qwen3 device-mapping crash vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: memory leak in T5 vs missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is config save/load losing custom token IDs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared bug: gradient checkpointing mode handling vs a T5 normalization memory leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different domains: Qwen3-MoE sliding-window behavior vs Jupyter custom model initialization regression." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated: video processor padding calculation vs FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different loading paths: PEFT adapter local checkpoint loading vs sinq quantized model save/load breakage." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainers, but one is input-embedding unpacking with TRL and the other is evaluate-after-train behavior." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-tokenizer regression: both fail because tokenizer loading makes an unconditional hub metadata call in offline/cache-only mode." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model-construction issues: text_config unwrapping vs a missing gradient-checkpointing capability flag." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; the titles differ only by minor formatting/punctuation." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different themes: SigLIP2 docs/model mismatch vs quantization offloading not working as expected." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Mamba2Mixer use_cache correctness bug vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different subsystems: PEFT adapter checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality issues, but they are different model families and different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizers, but one is post-processor refresh and the other is BigBird special-token registration/decode output." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor void segmentation maps vs GenerationMixin import failure." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token update vs LayoutLMv2 NER/padding-truncation crashes." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL failures: weight_only loading vs incorrect video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same helper area, but not the same concrete bug: Mistral regex loader crash vs Kimi-K2.5 codec/warning regression." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated: packed-weight loading bug in BitNet vs DAC latent conversion mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different issues: tokenizer codec/regex regression vs list_repo_files failing to forward revision." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "No shared underlying bug: BigBird special-token registration vs BitNet accelerate loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: processor/tokenizer API regression vs Kosmos2.5 long-OCR index error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge conservatism is mostly fine, but the writeup overstates the evidence for the Qwen2_5_VLProcessor pair: issue:44514 and issue:44545 are near-duplicates, not verbatim/exact title matches. The canonical/best reasons should be toned down from \"exact title match\" to \"essentially the same bug report with minor formatting/title differences.\" Because of that precision error, I would reject this summary." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 17, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43596|issue:44220", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:41720|issue:44991", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:34634|issue:36010", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "50ef9baa2876d81ad013cafe6b66953d873ca4b7c68099e43f82664462c3f4b1", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mix of unrelated Transformers issues with only loose overlap around v5 regressions and loading/compatibility behavior. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43611 is the best anchor: it describes a broad, concrete Transformers v5 loading regression affecting models with `base_model_prefix`, which is more central and generally impactful than the other highly specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the strongest representative issue in this set because it is a clear, reproducible framework-level regression with wide user impact and a clean failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures and subsystems: DeepSpeed ZeRO3/BertModel indexing vs fbank feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention model/runtime issues, but one is Bamba torch.compile SDPA and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: torch.compile+SDPA in Bamba versus DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer constructor argument collision is unrelated to loading `cjvt/sleng-bert` failing in a specific model/tokenizer setup." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/video issues, but one is a ValueError in Qwen3OmniMoe and the other is video token/feature mismatch in Qwen3.5-9B chat templating." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different model/runtime problems: wrong video position IDs in qwen2.5-vl versus a FA2 long-context performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both concern output changes, but the model families and likely code paths differ; no evidence of the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading APIs, but one is a Transformers 5.0 base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue versus tokenizer mapping failure in add-new-model-like; different components and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DAC.from_latents mismatching forward pass." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image classification failing at non-default resolution." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse layer construction bug and Smollm3 RoPE layer count bug affect different model implementations." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model paths and symptoms: Bamba torch.compile SDPA failure versus DAC latent reconstruction mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info call in Mistral regex patch is a different bug from backend_tokenizer attribute access crashing fix_mistral_regex." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 example/documentation issues are distinct from Kosmos2.5 long OCR input index errors." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure types: Pegasus v4/v5 output drift versus CamemBERT masked LM prediction regression." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 is not the same as broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram on Int in moe are different code paths and hardware-specific 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": 23, + "review_unit_index": 18, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43950|issue:45987", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43825|issue:43827", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:45987|issue:46192", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "4924fe691e91b05f7f3542709317f53fb2ed6acf4622cf06a8d042f83aa98b2d", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous rather than duplicate-heavy. The only strong soft matches are a couple of tokenizer/pipeline fallout pairs; the rest are clearly different bugs spanning loading, multimodal, trainer, and runtime issues.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly covers the cluster; it mixes unrelated tokenizer, multimodal, trainer, and loading bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest representative of the tokenizer/version-regression subcluster, but it still does not represent the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU-offload device mismatch vs a bfloat16 dtype mismatch in another model." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is validation/error-message logic; the other is a zero-loss classification bug. Different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Gemma3n forward variable collision; unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation is unrelated to Mamba2 use_cache producing incorrect results." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression and long-OCR index error are different model/input bugs." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Silent buffer corruption on load vs StaticCache returning the wrong type; different underlying issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline-removal docs/error-message fallout vs Siglip2 nonsensical outputs; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure vs kernels package import/version requirement; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs stale config dtype after from_config; different problems." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue vs Video-LLaVA temporal-attention/weight-sharing issue; not a duplicate." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video feature/token mismatch vs T5 decoder-input validation error; different failure modes." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation issue; different code paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "The first is a specific v5 API-removal breakage; the second is a broad remote_code regression report, not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different artifacts." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape/indexing error vs trainer.evaluate() after train(); unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs Qwen2.5-VL vision_position_ids regression; different bugs." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor/model input-size mismatch vs dtype mismatches in inference; unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": true, + "reason": "Both are fallout from the v5 pipeline removals: one about stale docs, the other about a misleading translation-task support/error message." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch bugs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both concern tokenizer behavior inconsistencies around added tokens and slow/fast tokenizer output." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP RAM-efficient loading failure vs init_empty_weights receiving an unexpected argument; different root causes." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage vs from_pretrained inconsistency inside Python classes; not the same issue." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache seq-length return-type bug vs return_tensors being ignored when text_kwargs is passed; different behavior." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression vs a broad tokenization-version-change report; too different to merge." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading issue vs Apple Silicon warmup TypeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend install issue vs Mistral tokenizer backend_tokenizer crash; different problems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs CustomTrainer.compute_loss signature error; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is indeed mixed, and the canonical/no-single-issue conclusion is conservative. The two accepted soft matches are defensible from the packet (tokenizer behavior pair; v5 pipeline-removal fallout pair), and the rejected pairs are generally cautious rather than overstated. No mergeability issues stand out from the given evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 19, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:45081|issue:45406", + "issue:43782|issue:45325", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43550|issue:44912", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "a9d64454ebc4182064c4bbba97fd072a81e82544e803615cb4221fbe4766f9a6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs share only broad subsystem overlap (tokenizers, processors, loading, quantization) but not the same concrete defect. I would not merge any of the suggested soft edges.", + "confidence": 0.18, + "canonical_issue_reason": "No clear duplicate set emerges; if one issue must represent the cluster, issue 45020 is the broadest regression report and most likely to summarize a general transformers-loading breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best umbrella candidate because it is broad, user-facing, and about a version regression that could subsume multiple loading-path failures, whereas most other issues are narrower or model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: BigBirdTokenizer special-token decode bug vs BitNet MXFP4 loading/quantization fallback." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size handling issues, but they affect different processors and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: audio chat-template sampling-rate default vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "No shared defect; Apple Silicon allocator warmup TypeError is unrelated to CUDA AMP loss crashes." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific key error on one model is not the same concrete bug as a broad remote_code regression." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different components entirely: float8 storage lookup vs PIL backend torchvision dependency requirement." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are loader/processor attr errors, but they hit different models and different missing attributes." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different logic: weight_only loading error vs rope index scaling bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Same external dependency appears, but the defects are different: import failure vs continue_final_message behavior." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Related warning theme, but one is an incorrect tied-weights implementation and the other is a user-facing config warning during fine-tuning." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Completely unrelated: template compilation TypeError vs tokenizer model_max_length handling." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different failures in different execution paths: torch.compile/SDPA vs quantization load fallback." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "No common bug; multimodal token counting and auto_mappings config references are separate problems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and symptoms: label reduction bug vs RTDetrV2 output mismatch in v5." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file support and the other is a tokenizer regression for a specific model." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap beyond being bugs; image processor label reduction is unrelated to MPS attention correctness." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: MoE weight conversion during accelerate/deepspeed loading vs multimodal token counting." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Distinct regressions: import path breakage vs Trainer custom compute_loss signature change." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 breakages, but one is a specific import error and the other is a notebook custom-model initialization issue." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated issues; isolated reproduction of an older bug is not the same as FP8 inference on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different defects: DAC forward/from_latents mismatch vs config save/load dropping token IDs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "No shared underlying bug; Qwen3-MoE sliding window and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Trainer lifecycle error and deepspeed zero3/Bert initialization issue are not the same concrete problem." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Different package/entrypoint regressions: extra dependency selection vs kernels version requirement in pipelines import." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different areas and failure modes: packed-weight unpacking vs image processor output size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local path import warning and Qwen3 MoE loading/weight conversion are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both mention quantization, but they concern different models and different bugs, so 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": 1, + "component_count": 23, + "review_unit_index": 20, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:44387|issue:44617", + "issue:43257|issue:43696", + "issue:43257|issue:43931", + "issue:43262|issue:44811", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:45459|issue:45803", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:29159|issue:34567", + "issue:43525|issue:46291", + "issue:43454|issue:43577", + "issue:44987|issue:45538", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "63cd6c571d8ae1d37352024b4b9f17ba9f0b620955ea55ca3c9e1ef29831950b", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34995, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pair is convincing enough to merge. The cluster is mostly a grab bag of distinct issues across tokenizers, configs, multimodal/video processing, loading, and memory/offload behavior. 43749 is the best representative issue because it has the strongest discussion/inbound activity and a concrete, well-scoped loading bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the most prominent and well-supported report in the set, with high discussion activity, inbound references, and a specific broken feature description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the clearest representative issue: concrete symptom, active discussion, and enough context to anchor the cluster better than the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different products and code paths: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-processing bugs, but one is zero probabilities on Siglip2 and the other is an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is AutoConfig/trust_remote_code missing fields and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash load/test issue versus Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "OOM is the symptom in both, but the causes are different: int4 reserved-memory regression vs Sam3Video runtime memory exhaustion." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a plain CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate+deepspeed MOE conversion failure is not the same as a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor sampling-rate defaults and Whisper decode special-token handling are unrelated bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both concern cache behavior, but one is lazy-init recompilation and the other is max_cache_length semantics; not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling, but they are different helpers with different failure modes and code paths." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "There is some overlap on video-input regressions, but 43329 is a specific undefined-variable bug while 44479 is a broader multi-model regression; not enough to treat as the same issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related problems in different subsystems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config loading for Qwen3Moe and AutoImageProcessor URL loading are different problems." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and different execution paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to high perplexity on GPT-oss-20b." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "ADD THE DATA is not a concrete bug report, and it is not the same as a reproduction of issue 38071." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different pipelines and symptoms: Qwen3OmniMoe video processing error versus DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence loss is unrelated to MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counters are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config has nothing to do with a kernels dependency/version requirement in transformers.pipelines." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different loading/model-initialization bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure and CLIPTokenizer's model_max_length sentinel are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different models/release windows; no evidence of a shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 21, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:44291|issue:44821", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:44568|issue:45488", + "issue:38175|issue:44898", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "d1c498143b9d18cab1f04b7b4f33df36907dc501d33e65ae4be976277c71e731", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; most are only loosely related by subsystem or general error type. The strongest representative issue in the set is the open tokenizer regression in issue:45488.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45488 is the most clearly scoped, still-open, user-facing regression with concrete impact and active discussion, so it is the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 has the strongest combination of clarity, reproducibility, and ongoing relevance among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing-PyTorch environment error and the other is a model-loading regression for a specific Llama vision model." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but they describe different bugs on different models and code paths." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "These are unrelated dependency/version problems: Torch compatibility versus a kernels revision/version requirement." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "One is an output divergence regression in RTDetrV2, the other is an incorrect save_pretrained key issue for Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "These concern completely different components: FP8 config loading for Qwen3Moe versus CLIPTokenizer max length." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and an unsupported PEFT version bump are not the same underlying bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP loading is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "One is an install backend packaging issue, the other is a missing model class import error." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A MobileLLM key error and an init_empty_weights argument mismatch are distinct loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and a LayoutLMv3 box-content validation message are different issues." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both involve video/attention regressions, but one is a multimodal video-input functional regression and the other is a performance regression under long-context generation." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to a tokenizer max-length bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but the concrete failure modes and affected models differ and there is no evidence they share the same root cause." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and a version-dependent tokenization change are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config handling and FSDP CPU RAM efficient loading are separate advanced-loading failures." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is about actual model/qformer dtype staying float32; the other is about config.dtype getting stale after from_config." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF file handling and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert under auto device mapping for Qwen3 is not the same bug as Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen model families and have different observed failures." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "A DeepSpeed training runtime error and tokenizer slow/fast inconsistency are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging backend selection and a specific model load failure for cjvt/sleng-bert do not match." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "The init_empty_weights argument regression and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading failure and a hub list_repo_files revision-forwarding CI break are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing and the broader qwen2_5_vl/qwen3_vl/qwen3_5 video regression are not the same concrete issue." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different failure mechanisms." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "A zero-probabilities problem in SigLIP2 is unrelated to a Perceiver image-classification resolution/interpolation failure." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature changes are distinct Trainer API 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": 23, + "review_unit_index": 22, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:44737|issue:46463", + "issue:43756|issue:46399", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43906|issue:46693", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:24643|issue:29127", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "c238b39495ac2d1146e2fb88fdbeedf1aa6dd06007c922fc2db1136acfb38bcc", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft-similarity pairs mostly share broad themes like tokenizers, multimodal loading, or dtype issues, but they do not look like the same underlying bug/change. I found no strong duplicate PR candidates and no convincing issue-level duplicate cluster here.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45920 is the broadest, most active regression report in the set and best serves as a representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the most general and actionable bug report among these unrelated issues, with clear regression scope and multiple affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a Janus test failure and the other is a Phi-4 model load failure; different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion vs Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken constructor error and the other is a Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a missing Float8 storage type are distinct loading/runtime failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash; different subsystem and failure mode." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal issues, but they concern different models and different processing pipelines." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device bug and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer handling and Qwen3.5 kernel registration are separate model/code-path bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/vision models, but they target different models and different position-index logic." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer round-trip space loss and BOS/EOS insertion failure are different tokenizer behaviors." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version pin release issue and a stale auto_mappings CI break are unrelated maintenance problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue and a broken Nemotron example are not clearly the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different tensor flows." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model load failure are not the same underlying change." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction issue and a FlashAttention performance regression are different classes of problems." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight tying and StaticCache seq-length contract issues are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional CPU work and FlashAttention sink-less crash are separate code paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config-handling bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and zero-loss classification are distinct label/classification issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression and a tokenizer ID regression are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload bug and rope-param validation TypeError are different configuration failures." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and a trainer broadcast NoneType TypeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-shape RuntimeError and a LayoutLMv3 error-message clarity issue are not the same underlying problem." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failures are separate 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": 23, + "review_unit_index": 23, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:28282|issue:35141", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:38175|issue:43295", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:43531|issue:43742", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:43688|issue:45704" + ], + "prepared_review_unit_hash": "4bc11858b5d5210e0c4cbe652c436ccb48baf0f7ddd23b85e6e379d38d8233bd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster is supported here. The previously claimed 45372\u219446170 match is superficial: one is Gemma 4 / ReasoningEffort processor loading, the other is Windows AMD ROCm PyTorch / torch.distributed. The rest are separate model or tokenizer regressions, so no soft edge should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the clearest single representative because it has the most explicit, concrete Gemma 4 processor-loading failure description, but it should not be treated as a confirmed duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: RTDetrV2 output drift vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import vs token-embedding resize/post_init reinitialization; unrelated failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is AutoConfig/trust_remote_code and the other is strict-dropping a specific vision config field." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model v5 regression." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token defaults vs T5 decoder-input validation messaging; different code paths and symptoms." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure vs trainer lifecycle evaluate-after-train issue; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer implementations and distinct AttributeError/load failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization vs FSDP CPU RAM efficient loading; unrelated subsystems." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings vs quantized save/load breakage after sinq serialization." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs MLuke tokenizer task AttributeError; different defects." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage vs offline-mode mistral regex patch issue; both are loader-related but not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs DiffusionGemma image-text pipeline failure; no shared code path." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities vs processor/tokenizer regression in custom model code; different failure classes." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs Perceiver interpolation failure; different models and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Not the same bug: Gemma 4 ReasoningEffort/processor loading is unrelated to Windows AMD ROCm PyTorch torch.distributed import/type errors." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer.evaluate lifecycle bug vs Gemma4 device_map auto device mismatch; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM-125M key error; different problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TF backend issue vs tensorflow_text backend mapping failure; related installation surface, but distinct bugs." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General v5 cleanup behavior change vs CodeLlama leading-space round-trip regression; related area only." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression vs FSDP RAM-efficient loading breakage; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token regressions, but on different models and with different observable failures." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression vs Kimi-K2.5 codec/mistral-regex regression; different concrete bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs MacOS CLIP bus error; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype casting bug vs RTDetrV2 output drift; different models and code paths." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation behavior, but compiled-forward chunking inconsistency and cache-state reset are distinct bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure vs BLIP2 dtype issue; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs T5 apex FusedRMSNorm memory leak; different implementation problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate/canonical claim is not grounded in the packet. Issue:45372 is about `ReasoningEffort`/Gemma 4 processor loading, while issue:46170 is about Windows AMD ROCm PyTorch and `torch.distributed`; the titles do not indicate the same bug, let alone match almost verbatim. Because the key duplicate conclusion overstates the evidence, this should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 24, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44977|issue:46693", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43643|issue:44561", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:43493|issue:43825" + ], + "prepared_review_unit_hash": "c57293c273d25222a8de3eeb059ed2c3b949d5d7d00b22aed360f722f1dcc561", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37440, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These artifacts are broadly related to Transformers bugs, but the soft-similarity edges mostly connect different failure modes, models, or code paths. I found no true duplicate cluster to merge, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not describe the same underlying bug, despite overlapping vocabulary like tokenizer, generation, dtype, and loading.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative standalone issue, issue 44843 is the clearest actionable report, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and defects: missing RoPE layers vs text encoder weights not loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but one is an offline hub call regression and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Mask token registration bug and config field loss on save/load are different root causes and symptoms." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary loss normalization is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression for Qwen VL models is not the same as num_labels propagation into text config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention GPU bug and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer attribute errors." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwargs not being forwarded to cached_file." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and bug classes: loss normalization vs DeepSeekV3MoE divergence." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading facebook/MobileLLM fails with a key error, while AutoImageProcessor from URL is a separate fetch/load problem." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is not the same bug as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different generation paths and models: serve KV-cache continuation indexing vs beam-search cache reorder omission." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is distinct from sinq quantization save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and inconsistent chunked generation under compiled forward are different failures." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation, but compiled-forward inconsistency is not the same as the flash-attention correctness bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained preset loading and Bamba torch.compile SDPA failures are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention output correctness and long-context performance regression are not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy config-field loading is unrelated to an OmDet processor/model input-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a custom trainer compute_loss signature mismatch are different issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and DiaConfig token ID persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is not the same as missing custom token IDs after save/load." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Trust-remote-code config field loss and removal of is_torch_fx_available are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary loss normalization are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is not the same as a flash-attention performance regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model loading regression is unrelated to an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Broken documentation example and HF-vs-JAX implementation discrepancy are different scopes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-passing regression are separate API bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer attribute failure do not share the same code path." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline translation error message 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": 23, + "review_unit_index": 25, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:44554|issue:46365", + "issue:44514|issue:45290", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:44849|issue:45357", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:46209|issue:46710", + "issue:44488|issue:44843", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:44568|issue:45812", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "7ef12a3468f3bbe6b26fe0b77faa4ecb82b23d1ce56ef462ba66d086aa6bf3f3", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36394, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but actually unrelated bug reports, with many false-positive soft similarities around tokenizers, model loading, and version regressions. I would use the broad Granite tokenizer regression as the representative issue, but none of the soft edges look like true duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45812 is the broadest, most central tokenizer-regression report in the set: it affects all Granite models, clearly describes a v4\u2192v5 break, and has the strongest external signal (inbound references).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global representative because it is concrete, high-signal, and broadly scoped compared with the many model-specific or one-off failures in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Different subsystems and failure modes: MPS attention correctness vs importing Trainer being blocked by datasets." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat template APIs, but the bugs are different: batched padding=False crash vs tool-call/no-content crash." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-token wording, but they hit different config fields and different model families." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "One is a gguf_file loading regression across entry points; the other is a specific model load failure for ScandiBERT." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and code paths: config propagation bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different execution paths and symptoms: flash-attention generation issue vs FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch and quantized save/load breakage are distinct bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error on a CLIP model; no shared concrete root cause." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors handling are different issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype regression in eval is not the same bug as ZeRO-3 gradient explosion." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient growth do not share a concrete code-path." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention processor/tokenizer, but one is a docs example with multiple errors and the other is a regression in processor/tokenizer behavior." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different models and failures: CLIP bus error on MacOS vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5+, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states behavior and incorrect visual-encoder key serialization are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16/FP32 dtype drift is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus test case and an unreleased PEFT version bump are not duplicates." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure and a DeepSeek accuracy regression are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Specific model load failure vs offline-mode regression in _patch_mistral_regex; different root causes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel load is unrelated to the PEFT version requirement issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load token-ID loss and tokenizer AttributeError on tasks are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import KeyError are unrelated compatibility issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a different model-family load breakage." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing model class and a Float8 storage TypeError are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for mdeberta-v3 and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT segmentation and CPU-offload device mismatch in bark-small 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": 23, + "review_unit_index": 26, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:43572|issue:44291", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:44464|issue:45584", + "issue:45229|issue:45823", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:41720|issue:46710" + ], + "prepared_review_unit_hash": "1de51f31d8fb4d18f18d465afd620e4801551c889e4badb4277bad1a8577a734", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers issues. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate set emerges; the issues span many unrelated models, subsystems, and failure modes, so a shared canonical issue is not justified.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:45229 is the strongest standalone candidate as it is the most detailed/high-signal report in the set, but it is not a true representative of the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different models and failures: CPU offload device mismatch vs a CI stale device override test." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing config attributes, but they affect different models/fields and do not share the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal config handling, but one is a missing pad_token_id attribute and the other is text_config unwrapping in from_config; not the same fix." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Completely different code paths: a StableLm config field regression vs an init_empty_weights argument error." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated failures: category cardinality limit vs an accuracy regression after upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different problems in different model classes; one is unexpected key handling, the other is CLIP text model structure drift." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention generation/cache behavior, but the concrete bugs differ: compiled forward inconsistency vs cache length config honoring." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and an image-text pipeline failure are not the same underlying issue." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a required token-type default bug and the other is a multi-GPU OOM; different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation/compiled forward is unrelated to Whisper empty-transcription behavior after align_special_tokens." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is OOM and the other is a device mismatch in PLE; not mergeable as one fix." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient amplification and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading issues in general, but these are different concrete bugs and likely different fixes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output discrepancy and unexpected position-id keys are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow job reporting on training failure." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crash on s_aux=None is unrelated to sinq save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency and trainer GPU broadcast NoneType errors are different subsystems and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to TrainerState token counting." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import version check are not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but the concrete failures differ: multimodal tensor `.to` on string vs KV-cache continuation indexing." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A800 cudaErrorAssert with auto device mapping is unrelated to an accuracy regression after upgrade." + } + ] + }, + "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": 23, + "review_unit_index": 27, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "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:46710" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:45072|issue:45198", + "issue:43404|issue:46710", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:43653|issue:44112", + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:39692|issue:46192", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:44521|issue:45290", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "9927ce49b10eac0e75df409be011508f01524cf9c5d02542fe24606119e00fda", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers issues; I only see one plausible duplicate pair in the SigLIP2 reports. No pull requests are present in the cluster.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43493 is the broadest concrete bug report in the only plausible duplicate area (SigLIP2), while issue:38175 reads like a specific symptom of the same model discrepancy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best single issue to anchor on because it describes the underlying HF-vs-JAX SigLIP2 mismatch more generally than the zero-probabilities symptom in issue:38175.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different subsystems: Gemma4 processor loading vs rope-parameter validation." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: dtype mismatch in inference vs Wav2Vec2 save/tokenization breakage." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different bug classes: tied lm_head weights vs a model accuracy regression." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "One is processor.tokenizer/image-input regression; the other is batched video shape handling." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different import/load paths: flash-attention utility import vs meta-device model loading." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and multimodal config unwrapping are separate code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video processing error in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and PLE device mismatch are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "NER/batched padding crash in a tokenizer is unrelated to return_tensors precedence." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map forward mismatch is unrelated to ignored return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal processor bugs: image tokenizer regression vs wrong default image size." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Separate backend/import errors: flash_attn KeyError vs tensorflow_text backend validation." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape bug and Qwen2 OOM on tensor parallelism are not duplicates." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to Qwen3.5 hidden-states output behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing StableLmConfig field and a model-loading failure on physical-intelligence/fast are not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config field regression and meta-device loading breakage are different underlying problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is not the same as Kimi tokenizer codec regression." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated import errors for different symbols and model families." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device overrides are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is serialization inconsistency and the other is LoRA merge collapse; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 correctness reports; 38175\u2019s zero-probability symptom fits the broader HF-vs-JAX implementation discrepancy in 43493." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to return_tensors precedence." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift during eval and Qwen3 MoE memory usage are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids and FP8 inference on B200 are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Assistant mask generation for multimodal templates is unrelated to tool-call content handling." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the SigLIP2 pair (issue:38175, issue:43493) is the only clearly plausible duplicate cluster, the summary stays conservative about the rest, and there are no PRs in the item set. The soft-edge verdicts read as cautious false negatives rather than overstatements." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 28, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29942", + "issue:32090", + "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:43824", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:43827|issue:43901", + "issue:45200|issue:45325", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:41720|issue:46209", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "e8a52da1a67116b6bd1cd1b5cf5edf0e834d6780acb75af4650df08e7683e108", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; most are clearly different model-, tokenizer-, processor-, or environment-specific regressions. I chose the non-persistent buffer loading regression as the most representative issue, but this cluster is not a true duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43950 is the strongest standalone regression candidate: it is concrete, broadly impactful, and describes a clear loading bug with a specific transformers 5.x regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 has the clearest failure mode and widest potential impact among the listed issues, so it is the best representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model loading/structure, but one is a non-persistent buffer regression and the other is a CLIP class structure inconsistency; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "One is gguf/AutoTokenizer loading breakage; the other is stale config dtype in from_config. Different code paths and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for Qwen2.5-VL class vs incorrect detokenization for DeepSeek Coder; unrelated failures." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same missing-attribute symptom, but on different configs/models (Qwen3-VL vs Llama4); not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech model/tokenizer failures with different APIs and failure modes; not one shared issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch is a model correctness bug; GraniteSpeech device-override CI failure is a test/environment issue." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression for Qwen multimodal models vs return_tensors being ignored when text_kwargs is passed; different behaviors." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about pipeline removals and the other about return_all_scores; different documentation issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only mm_token_type_ids defaulting and Qwen2.5-VL rope index scaling are separate multimodal bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor input-size mismatch and LwDetr float16 AMP crash are different model/runtime failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing import_utils helpers, but they are different symbols and different breakages." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-processing bugs in different modules (gather_for_metrics vs BeitImageProcessorFast)." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; not the same code path." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are different training bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/hardware related, but one is auto device mapping cudaErrorAssert and the other is FP8 inference on B200; distinct problems." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in feature extraction vs empty-transcription generation failure after token alignment; different failure modes." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import key issue vs Windows/ROCm torch.distributed dependency problem; different environments and causes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leakage are different model bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration; different components and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is not the same as the GraniteSpeech stale device override CI test." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing _flash_supports_window_size import and general Torch 2.10 incompatibility are related in theme only, 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": 23, + "review_unit_index": 29, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:45759|issue:46512", + "issue:44855|issue:45083", + "issue:43720|issue:44112", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:28218|issue:32090" + ], + "prepared_review_unit_hash": "24acea6d3bac27aff0add96bc2a0a4ea4442a4fcc3c864e8d778201e2d8889eb", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "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 a few soft-similarity false positives. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earliest report of the exact same Qwen3.5 MoE from_pretrained failure; issue:45478 is a later duplicate with the same title and underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest representative of the only true duplicate pair in this set and is suitable as the canonical issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: PyTorch import error vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading problems, but one is a base_model_prefix regression and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output change vs Qwen3 recurrent-state reset; different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config bugs: sparse-layer creation in SwitchTransformers vs legacy-field loading failure in BEiT." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Related to config/dtype handling, but one unwraps text_config for multimodal configs while the other leaves config.dtype stale after from_config(dtype=...)." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs qwen3_omni helper length behavior; unrelated root causes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale device override test; not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-information error message vs Trainer GPU broadcast NoneType crash; different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni feature-length helper bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer misconfiguration is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 model-loading regression vs embedding reinitialization after resize_token_embeddings; different underlying bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention s_aux=None crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Assistant tool-call no-content crash vs mistral_common continue_final_message behavior; not the same bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error in a processor vs DiffusionGemma staying on meta with device_map='auto'." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary vs a category-count limit error; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning vs GLM-4.7 Flash unit-test loading failure; different issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "mm_token_type_ids defaulting issue is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained failure; clearly the same bug reported twice." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs Deepseek tokenizer regression; different tokenizer/model problems." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch in Bark vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch vs unexpected position-id keys across many models; distinct failures." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenization error masking when protobuf is absent vs a missing utility availability function." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example problems vs BEiT fast image processor label reduction bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs Trainer NoneType broadcast error; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: most pairs are conservatively rejected as soft similarities, and the only accepted duplicate pair (issue:45310 / issue:45478) is well supported by identical titles and closely matching bug descriptions. No overstatement is evident, and there are no PR-pair mergeability concerns here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:26413", + "issue:27957", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:44857|issue:45588", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:25251|issue:32090" + ], + "prepared_review_unit_hash": "40c6b234f81296d290f3e63ad420a76ad848e3ea538ffa081f21396218357de5", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36136, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: model-loading, tokenizer, trainer, flash-attention, dtype, and processor issues are mixed together, and none of the soft pairs look like the same underlying bug/change. I found no true duplicate group.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not collapse into one bug. If forced to pick a representative, issue 45920 is the broadest recent regression with multiple references, but it still does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the least-bad triage anchor because it is open, recent, and has the broadest symptom description with inbound references; however, it is not a true umbrella duplicate target for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both touch training startup, but one is a resume/checkpoint edge case and the other is a FineWeb dataloader/epoch-start failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/model-processor mismatch and quantization errors are unrelated to the position-id key regression." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Both involve vision/image workloads, but CUDA OOM in Sam3Video is not the same as Swin2SR over-padding logic." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: unsupported feature-extractor arg vs device-map mismatch during forward." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a multimodal feature-length helper bug are unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and Mac bus-error in CLIP loading are different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/AMP issues, but they affect different model stacks and concrete code paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warnings and tensor-parallel OOM on a large Qwen model are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is not the same bug as trust_remote_code breaking after removing is_torch_fx_available." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is a model output issue, not the same as unexpected position-id key loading." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash-Attention 2 on XLMRoberta and Llama 3.2 Vision model loading are different problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash-Attention 2 tests and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and undefined video-token helper symbols are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "v4/v5 output drift for Pegasus and Qwen3.5 flash-attention generation failures do not share the same code path." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer wrong IDs and return_tensors being ignored are separate API bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal iterable-dataset training failure and Beit label reduction bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is distinct from BF16-to-FP32 dtype changes." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and video vision_position_ids regression are both multimodal, but not the same bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue and torch.jit generator-expression export error are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen flash-attention generation and Gemma4 multi-GPU OOM are different failures." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 indentation/parser issue in DebertaV2 and Qwen3.5 kernel-registration decorator error are not the same code defect." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and flash_attention.py AttributeError on s_aux=None are distinct bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Saving/loading custom token IDs and loading the wrong custom module after save_pretrained are different serialization issues." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are both templating/vision-adjacent but not duplicates." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import and pip extras backend composition are unrelated package/load issues." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer and Adafactor+DeepSpeed OOM are different training problems." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to GPU broadcast NoneType failures in Trainer." + } + ] + }, + "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": 23, + "review_unit_index": 31, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43873|issue:45229", + "issue:44561|issue:44779", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44977|issue:45563", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45459|issue:45712", + "issue:44206|issue:44479", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:45372|issue:45459", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "609528ef6edf69e8a1af3307867e13d347d30829276c203bb856e46e65a6d313", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37388, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges here: the items span many unrelated bugs, and every soft pair looks like a false positive under strict duplicate triage.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the broadest, most discussion-heavy report in the set and has inbound references, making it the best umbrella candidate among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most central and reusable reference point here because it describes a broad quantization/offloading regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/offloading/quantization-adjacent failures, but one is an OOM in Gemma4 multi-GPU inference and the other is a broader offloading-vs-quantization report; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is about a removed helper breaking trust_remote_code models; the other is a tokenizer correctness regression in DeepSeek v5. Different code paths and symptoms." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern version-v4/v5 behavior differences, but one is generation output drift and the other is serialization of lm_head.weight; different underlying issues." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure is unrelated to a model-implementation divergence in DeepSeekV3MoE." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "A dtype change during evaluate and a tensor-parallel OOM are different failures with different fixes." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "One crashes in flash_attention integration on sink-less models; the other is a Gemma4 device-map mismatch. Same area, different concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU memory/runtime failures, but one is a cudaErrorAssert with auto device mapping and the other is a multi-GPU OOM; not the same defect." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a CLIP model is unrelated to documentation example errors around SigLIP2 model/processor mismatch and quantization." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient-checkpointing behavior and resume-from-checkpoint key mismatch are separate training lifecycle bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from mixed-length batching and sliding-window attention." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a TrainerState counter not updating." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Config mismatch for eos_token_id is a different issue from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "A wav2vec2 save/tokenization failure is unrelated to a bare-except swallowing errors in Fuyu batch conversion." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import failure is distinct from a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to recurrent state reset behavior in modular_qwen3_5." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks and wav2vec2 save/tokenization failure are different tokenizer/model paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to wav2vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated loader/config bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are both quantization-related but not the same concrete code-path." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n Executorch export guard/erfinv support issues are unrelated to flash_attention handling of sink-less models." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and Gemma4Processor missing _tokenizer at serve time are related to the same model family but different failing paths and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation-map handling." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors when protobuf is missing is unrelated to leftover dummy PT classes leaking into dir(transformers)." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to a video-input regression across Qwen VL variants." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from mixed-length batching is a different failure than a performance regression with FA2 long-context generation." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure is unrelated to tokenizer exception masking when protobuf is absent." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit RuntimeError is unrelated to a stale generation warning." + } + ] + }, + "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": 23, + "review_unit_index": 32, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:45072", + "issue:45198", + "issue:45250", + "issue:45381", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:27957|issue:29942", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:27957|issue:29127", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:46121|issue:46399", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:43334|issue:43531", + "issue:33290|issue:35141", + "issue:45250|issue:46640", + "issue:33290|issue:34567", + "issue:45588|issue:45600", + "issue:43761|issue:45859", + "issue:43381|issue:43873", + "issue:44514|issue:45381" + ], + "prepared_review_unit_hash": "0a2ab7589a1003365a6dd1d8b013f2fd96a1c804392cfd2b313c7649e7edbf6f", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36419, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad title-similarity bucket, not a single duplicate bug family. Most soft pairs connect only at a subsystem level (especially Flash Attention 2 / memory / Qwen), but the concrete failures differ too much to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical duplicate target; the items span multiple unrelated bugs (FA2, tokenizer, model loading, memory, and config regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46640 ('Flash Attention 2 issue') is the closest umbrella candidate for the FA2 subset, but it still does not represent the whole cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs in different models: Sam3PixelDecoder dummy conv vs RT-DETR memory leak." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model-specific failures: Sam3PixelDecoder dummy conv vs Siglip2 bad outputs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Export failure for torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both involve Flash Attention 2, but one is XLMRoberta support and the other is failing FA2 tests; not the same concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 OOM under tensor parallelism is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to token-embedding reinitialization after resize." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and code paths: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder-type selection and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is RT-DETR leak and the other is Sam3LiteText overflow; different bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both cause OOM, but via different mechanisms: tensor-parallel load vs int4 quantization reserved memory regression." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated issues: Siglip2 inference quality vs RT-DETR memory management." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen variants and different failures: FineGrainedFP8Config vs weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta FA2 support and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image-processor label handling is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta FA2 support is unrelated to Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing import/export for Qwen2.5-VL is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/processor bugs: label reduction vs LayoutLMv2Tokenizer crashes." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter JSON type handling is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Sam3LiteText memory overflow are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM is unrelated to Llama 3.2 90B Vision loading regression." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in DeepSpeed optimizer usage is unrelated to token-embedding reinitialization in post_init." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 titles, but there is no evidence they are the same concrete code-path bug." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer OOM is unrelated to TrainerState's num_input_tokens_seen not updating." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "FA2 sink-less-model crash and auto_mappings Sam3LiteText config cleanup are different code paths and bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids." + } + ] + }, + "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": 23, + "review_unit_index": 33, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34689", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45479", + "issue:45759", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:44077|issue:44479", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "a49beba133e5496107d1f9b6170c15c5e71472093195bbe18f04b75fe7cc21be", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated regressions across model loading, config serialization, tokenizers, generation, audio/image processors, quantization, docs, and distributed training. None of the soft pairs look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the items cover many unrelated bugs and regressions rather than one underlying problem.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "If one issue must be selected, issue 43611 is the broadest high-level regression report, but it is still not representative of the cluster as a whole.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention initialization hooks, but one is about missing fields with trust_remote_code and the other is about enforcing PatchTSMixer post_init policy; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different processor parameter regressions: audio chat template sampling rate vs an unsupported center argument in a feature extractor." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 flash-attention generation vs a category cardinality runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths and symptoms: Qwen recurrent-state cache handling vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated model families and failures: tokenizer loading vs Perceiver image resizing/interpolation." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they affect different releases, model types, and root causes; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen recurrent state reset in generation." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety issue is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate loading of packed weights is unrelated to FastSpeech2 tokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging backend selection for torch installs is unrelated to a missing import-utils helper symbol." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A model-implementation discrepancy is unrelated to documentation still referencing removed pipeline APIs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but they concern different models and different missing fields; not the same underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the single-label classification zero-loss bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both involve image/video preprocessing, but the bugs are different: rope-index temporal scaling vs over-padding in Swin2SR." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration inconsistency." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states being dropped is not the same as ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different causes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both touch Qwen model saving/loading, but one is a shape mismatch during load and the other is a broken save_pretrained checkpoint; not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code is different from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to the DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading for physical-intelligence/fast is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Both are attention/model behavior issues, but one is a CLIP output regression and the other is torch.compile branching divergence; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 34, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44568", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45479", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:46234|issue:46291", + "issue:44568|issue:45479", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:43650|issue:46202" + ], + "prepared_review_unit_hash": "1aee0033bb700aa4a7f9f3ca1719452cede1872b7388422e24ae6e938121fb72", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35291, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. The only loose commonality is model save/load or config-regression behavior, but none of the soft pairs look like true duplicates or the same concrete code-path bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest and most discussion-heavy representative of the small save/load/custom-module theme, and it is the closest thing to a cluster hub here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to anchor the set because it is open, active, and broad enough to represent the only partial thematic overlap; it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs bare-except error swallowing in Fuyu tensor conversion; unrelated code paths." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained; different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel script failure vs tensor-parallel OOM on Qwen; different symptom and cause." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence; not the same underlying issue." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large model vs key error on a different model load; unrelated failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention compatibility for XLM-Roberta vs Trainer GPU broadcast NoneType error; different subsystems." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k output shape regression vs missing PyTorch import; no shared bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA model failure vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs kernels import/version requirement; both dependency-related but not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior vs sequence-classification loss bug; different layer of the stack." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; no overlap in root cause." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled forward generation inconsistency vs cache lazy-init recompilation; related area but not the same concrete bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question vs missing transformers.onnx module; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model init/processor.tokenizer regression vs incorrect pipeline error message; both v5-related but distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression vs Gemma eos_token_id mismatch; different objects and failure modes." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency vs Whisper empty-transcription failure after token alignment; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue vs config API discrepancy; not the same underlying problem." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "post_init allowance for patchtsmixer vs non-persistent buffer junk values; different model behavior." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs quantized model save/load breakage; both serialization-related at most, but different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs GPTNeoX config reload dropping rotary_pct; same broad area, different code-paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loader breakage vs unknown model_type config error; both loading issues but separate causes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor conversion exception handling vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage vs janus test failure; no shared bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu tensor conversion bug vs Windows ROCm torch.distributed import dependency; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3 vs FlashAttention failure in Ministral-3; same family, different concrete problems." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision vs cache max length behavior; both cache-related but not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder/data issue vs Gemma pipeline roundtrip failure; 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": 23, + "review_unit_index": 35, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "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:46082", + "issue:46178", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:44610|issue:46369", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:43388|issue:43688", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:43931|issue:44060", + "issue:43673|issue:46421" + ], + "prepared_review_unit_hash": "5a241dbf00566d99b2bdb304adf640e267799a4de39725e16e7a86b82f601319", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated transformer issues; the soft links look like loose topical similarity rather than true duplicates. No PRs are present. I\u2019d use the custom-module loading regression as the representative issue because it has the most discussion and inbound references.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 has the strongest signal in the set (highest discussion/inbound references) and describes a concrete, broadly impactful save_pretrained/from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most central and well-documented bug report in this group; it is a real code-path regression rather than a documentation or model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failures: processor size mismatch vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different subsystems and symptoms: CLIP hidden_states regression vs Qwen VL video-input regression." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: StableLm config field migration vs TensorFlow text backend registration error." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/package issues: TensorBoard without TF vs missing falcon_mamba availability helper." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/VL-related, but one is a video input ValueError and the other is a batched chat-template padding crash." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy pretrained-field load failure is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training bugs: metric gathering drops labels vs auxiliary-loss normalization." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d placeholder issue is unrelated to the SAM3 video OOM report." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different regression types: LoRA/extended-vocab collapse vs missing mm_token_type_ids default." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific unsupported-FA2 issue is not the same as a generic flash-attention problem report." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and behaviors: janus image-generation test failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Test failure on one model is unrelated to auto_mappings CI breakage from removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior, but one is chunked_prefill cache absence and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection bug is unrelated to a missing fpn_position_embeddings attribute on SAM3 video output." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset-loading failure in an example script is unrelated to a multimodal model load regression." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize reinit bug is unrelated to a path-with-trailing-slash import warning." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash is not the same as Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is leaf-directory collision and the other is FileNotFoundError when loading from cache." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-related bugs: weight-shape mismatch on load vs an incorrect tied-weights warning." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Related to cache/chunked prefill, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation; 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": 23, + "review_unit_index": 36, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:44479|issue:44734", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:43065|issue:44610", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:43526|issue:46697", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:45632|issue:46234" + ], + "prepared_review_unit_hash": "9874ef5905e302545ac69f24e66181caebcc654e13c527a90f0e35a55589bf80", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports across different models, processors, configs, and CI failures. The only likely duplicate pair is the DeepSeek tokenizer regression reports; everything else looks distinct enough to keep separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44779 is the broadest and clearest report of the DeepSeek tokenizer v5 regression, making it the best anchor for the likely duplicate pair with issue:46489.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone issue to keep because it describes the regression directly and covers the broader symptom, while issue:46489 reads like a narrower follow-up to the same tokenizer problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different models and code paths: CLIP vision hidden-state regression vs MoE load-balancing loss logic." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: Sam3Video OOM versus Whisper empty-transcription handling." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation issues: a stale warning versus an actual empty-output crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is buffer initialization corruption; the other is config reload losing rotary_pct." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k shape bug is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import in image_utils is not the same as a Qwen3.5 chat crash." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Config construction bug and Python 3.13 JIT parsing error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Different config-validation problems in different models; not the same defect." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation, but one is a multimodal video regression and the other is KV-cache continuation indexing in serve." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position ids and Sam3-LiteText memory overflow are different bugs in different models." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on A800 and category-count overflow are different root causes." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "A SwitchTransformers config bug is unrelated to dataset-loading failure." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked-generation inconsistency and a stale warning in paged generate are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv2d and OmDet-Turbo processor size mismatch do not share the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example problems are unrelated to local dataset loading." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab collapse is a different code path from incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale test and the other is a broken auto_mappings reference." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but the specific failures differ: vision_position_ids vs padding calculation." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "One truncates labels; the other over-pads images. Different image-processor bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions on transformers v5+, and 46489 explicitly looks like the same underlying tokenizer-path problem with a remaining gap in the prior fix." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory issues, but they are different models with different symptoms and likely different causes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and gemma4 embedding-resize propagation are not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange work and a bare-except swallowing errors are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation failure and serve KV-cache indexing crash are distinct code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty transcription are different model behaviors." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json selection and list_repo_files revision forwarding are unrelated repository-API issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating is a different bug from Qwen2.5-VL video position ids." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and a missing import_utils symbol are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet. The lone accepted pair, issue:44779 and issue:46489, is supported by closely related DeepSeek tokenizer regression titles, and the rationale stays conservative by framing 46489 as a follow-up/gap in the prior fix rather than a fully proven duplicate. The remaining soft-edge rejections are also cautious and consistent with the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44295|issue:46506", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:45083|issue:46506", + "issue:43901|issue:44496" + ], + "prepared_review_unit_hash": "64e7e6c6a94575183855a18f72db0d97939cd9fd0159a61338e996b3d15547a6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired issues mostly share only broad vocabulary (imports, configs, cache, models) but not the same concrete bug or fix. I would not collapse any of the soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical; the cluster spans unrelated regressions and feature bugs across import, config, tokenizer, cache, pipeline, and model-loading code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global representative because there is no common underlying defect across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are different problems and likely need different fixes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and describe different failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model/model_type error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure in GraniteSpeech is unrelated to Phi-4 model loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config validation, but they are different checks in different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package-install backend omission and a vague dependency issue are not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 and a Qwen3.5 save_pretrained regression are different model-specific bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2.5 VL import and missing AutoImageProcessor export are separate import failures." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are different issues." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to serve KV-cache indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder issue title and a fbank feature-extraction bug are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared underlying fix." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and embedding reinitialization are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they concern different models and different fields/default behavior." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are different problems." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing and max_cache_length being honored only for quantized cache are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer handling and CPU/CUDA output differences are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction helper behavior are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-loading regression are different issues." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import guard bug; not the same concrete path." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction and docs for return_all_scores are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Feature-length helper behavior in qwen3_omni_moe and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A pipeline docs mismatch and an unrecognized-model config error 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": 23, + "review_unit_index": 38, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515", + "issue:46693" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:46123|issue:46369", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:43976|issue:45405", + "issue:44075|issue:44368", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43299|issue:43854", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "f8245b8bbd398184c47f97a07bf1a97c34b6fee83ffe673d3bc71daefdf98864", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated one-off regressions across models, tokenizers, docs, imports, and cache/attention paths. None of the soft candidate pairs look like the same concrete bug or change, so all soft edges are rejected. The best issue anchor is the multimodal processor/tokenizer regression report, which is the clearest broad, actionable representative of the cluster.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43295 is the clearest broad, versioned regression report in the multimodal processor/tokenizer area; it describes a concrete API break and overlaps the largest subset of nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Most actionable and representative: it has a concrete regression, an explicit version boundary, and a clear reproduction path that fits the recurring processor/tokenizer breakage theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but different failures: saving dequantized models vs FlashAttention runtime errors." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized-model error and a PIL/torchvision processor dependency regression are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility bug; the other is a vague dependency issue without the same concrete failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked prefill cache handling and ANSI output formatting are unrelated subsystems and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is Ministral-specific and the other is an s_aux=None crash in a different code path." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Model loading failure and AutoModel config unwrapping are different root causes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and an AddedToken constructor error are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus model test failure and cache max length semantics are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules; no shared concrete code path." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen multimodal loading breakage and incorrect save_pretrained output are distinct regressions." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Dropped partial batches in mask generation vs memory overflow in sam3-litetext are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General transformers dependency issue and torch 2.4.1 incompatibility are not the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "All-zero assistant masks in chat templating and FA2 long-context performance regression are different failure modes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A LlamaConfig validation edge case and a missing decorator for rotary-pos-emb registration are different defects." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue and an unreleased MIN_PEFT_VERSION bump are not duplicate bug reports." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "dtype propagation on load and incorrect saved checkpoint contents are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they concern different APIs and different errors." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression and DeepSeek tokenizer output regression are different concrete bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and PEFT minimum-version mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer arguments and a tied-word-embeddings warning are not the same issue." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim validation and stale model.config.dtype after from_config are separate configuration bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing HybridCache import and a broad import-error report are too different to treat as the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is loading and the other is save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug and a broad remote_code regression are not the same code-path problem." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and an unrelated 'ADD THE DATA' issue share no concrete defect." + }, + { + "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:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading breakage and a GLM-4.7-Flash unit-test load issue are different model-specific problems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss and mm_token_type_ids defaults are unrelated training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 39, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:44361|issue:45593", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:43901|issue:44246", + "issue:45542|issue:45800", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "7a12d238b1f3d493d1e4f8a36ba7bf8ab5f10aba02d0f00f1ff41aa3352d922d", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This batch is a heterogeneous grab-bag of unrelated Transformers issues; none of the soft pairs look like true duplicates or mergeable PR-equivalents. The strongest standalone anchor is the Qwen2.5-VL import failure because it is concrete, user-facing, and well-scoped.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the clearest high-signal report: a specific import failure for a named class, with direct reproduction and multiple inbound references, making it the best anchor among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most suitable global representative: concrete failure mode, explicit target, and broad user impact compared with the more ambiguous or niche reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different bugs in different config classes: one is default multimodal config initialization, the other is missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated model-save serialization issue versus Gemma4 token embedding resize behavior; same broad area but not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug versus D-FINE auxiliary-loss logic; clearly different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection bug versus Gemma4 device-mapping forward mismatch; unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention regression versus missing TensorFlow backend dependency handling; different subsystems and failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder data request is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is not the same as init_empty_weights argument mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is distinct from the Mistral regex patch crashing during tokenizer loading." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are unrelated model-specific bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling bug versus mistral_common import failure in Gemma 4 processor loading." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with offload are adjacent but distinct lifecycle bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor under DeepSpeed is not the same as optimizer.step being called twice under DeepSpeed." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings reference to removed configs is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon/config precision issue is unrelated to torch.split return values in a MoE indexer." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slowdown after upgrade are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging omission is unrelated to a Python version compatibility regression." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models/tokenizers and different failure mechanisms." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention regression for a specific model and compiled flex_attention torch incompatibility are different problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs behavior mismatch is unrelated to import-time performance variability." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend error and torch/transformers incompatibility are separate dependency issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVision hidden_states regression are different model-path bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression is unrelated to ESM2 model breakage." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels version/revision import failure is distinct from the Qwen3.5 registration decorator crash." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to Python 3.9/3.10 support 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": 23, + "review_unit_index": 40, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823", + "issue:46132", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:44295|issue:45397", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "b222a4d467326486563e1b90a21cf6b75a4c5a425ff6e0c7a92b4c95acc36dcd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformer/HF bugs that only share broad import/loading/model-language similarity. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43643 is the cleanest, most general framework regression in the set: it has a specific repro around `AutoConfig.from_pretrained` and `trust_remote_code=True`, making it a better representative than the many model-specific or tangential reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 is the strongest standalone issue for triage: it is concrete, reproducible, and centered on core config-loading behavior rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but one is a missing `pad_token_id` on Llama4Config and the other is a GLM-4V-9B load failure; different models and failure mechanisms." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and a Gemma4 device-mapping runtime mismatch are unrelated defects." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing config attribute for a model class; the other is `trust_remote_code` returning incomplete config fields. Similar area, different bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI escape codes in loading_report." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A Float8 storage lookup error and a Qwen3.5 chat crash are different code paths and symptoms." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output and a wrong docstring for `position_ids` are not the same bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision processors, but one is incorrect video padding in SmolVLM and the other is an AutoProcessor backend-availability error." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An `AutoImageProcessor` import error is not the same as a Python-version compatibility issue in Transformers 5.1.0." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and an unrecognized model/config error are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A missing `nn` symbol on import and an undefined tf backend when only tensorboard is installed are distinct import-time problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "A tokenizer save/config metadata mismatch is unrelated to a Gemma4 ZeRO3 `from_pretrained` failure." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale `num_return_sequences` warning in paged generate() are different issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state and inconsistent `from_pretrained` behavior inside Python classes are not the same defect." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "An auto-docstring crash under future annotations is unrelated to a Qwen3.5 kernel-registration error." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe `sys.modules` access in modeling_utils." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss with router logits off and D-FINE auxiliary loss behavior are model-specific training issues, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a LoRA/version-compatibility problem and the other is a Qwen3VL MoE loading regression." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "A sliding-window handling issue in Qwen3-MoE is not the same as a Qwen3.5 chat crash." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma-3 EOS token configuration inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code emission in a utility and GLM-5 RoPE implementation discussion do not describe the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A `position_ids` buffer access error is not the same as a Gemma4 ZeRO3 loading issue." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI codes and cache-length handling are different subsystems and defects." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and `AttentionInterface.register` behavior changes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "A `torch.compile` SDPA failure in Bamba and CPU/CUDA output divergence in PPDocLayoutV3 are different model/runtime bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "A video-classification pipeline using image processors and a `_torch_extract_fbank_features()` issue are different preprocessing paths." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and `resize_token_embeddings` not updating output embeddings are unrelated model API bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is a missing model processor export and the other is a missing Hugging Face Hub utility; different packages and causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing `Qwen2_5_VLImageProcessor` and missing `HybridCache` are separate export/import issues with different symbols and contexts." + } + ] + }, + "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": 23, + "review_unit_index": 41, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46726" + ], + "soft_pairs": [ + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:43262|issue:44246", + "issue:43475|issue:46369", + "issue:45375|issue:45759", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:43352|issue:45250", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "15c9d27bb9f229706478ecb17b83e85bba64a0034677a4c4b23ed676833cc5fd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35656, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated bugs. None of the soft pairs look like the same concrete underlying issue/change, so no pair should be merged. The strongest single issue is the broad Qwen video regression report, but it is still distinct from the other video/cache/config reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the most representative high-signal bug report here: it is a concrete regression, names the affected model families, and spans the same multimodal/video area that several other issues touch without being the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue candidate because it is broad, reproducible, and version-specific, with clear affected surfaces and likely highest maintainer value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated problems." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque/indexing failure in BertModel; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and pytest-xdist file races are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is KV-cache continuation tensor indexing in serve and the other is a cache-length config limitation." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different loader issues." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they affect different models and different failure modes." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding forward and a missing decorator for kernel registration are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are unrelated regressions." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input regressions, but the affected models and concrete defects differ." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio template sample-rate handling and slow import time are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video attribute error and SAM3 LiteText memory overflow are different SAM3 failures." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing config field and the other is incorrect text_config unwrapping." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and an AMP CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer/position_ids error and a performance regression report are not the same issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque failure and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and a ZeRO3/BertModel index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config loading, but they concern different model families and different strictness problems." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and output embedding resize behavior are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Trust-remote-code breakage from API removal and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both relate to tied/embedding weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save_pretrained and unrecognized image processor due to missing backend are different processor issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer-error masking from protobuf handling are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression and Windows ROCm import/dependency failure are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2 support issue is not the same as a generic Flash Attention 2 topic." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init allowance are different model/config 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": 23, + "review_unit_index": 42, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44368|issue:45563", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:45685|issue:46431", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "cf16ae4b22977dfe855f0b937a62449add543a56e59e82c183da08e52f0731bb", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37217, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated transformer bugs and regressions with only superficial similarity in a few same-model-family cases. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.81, + "canonical_issue_reason": "There is no clear canonical duplicate cluster here; the issues span distinct bugs. If one issue must be used as the anchor, issue 45229 is the most active high-impact open report, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the strongest single anchor by discussion/activity and impact, but the batch is heterogeneous enough that it should not be treated as a duplicate umbrella for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: RT-DETR memory cleanup vs MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different failure modes and models: BigBirdTokenizer special-token registration vs ESM2 breakage." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same family name, but not the same bug: warning about tie_word_embeddings vs flash-attention generation failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated code paths: strict config loading vs Windows/ROCm import dependency issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and symptoms: stale indexer cache crash vs Gemma 4 token-type defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and errors: missing Sam3VisionEncoderOutput field vs Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation warnings, but one is a config warning and the other is a paged-generate edge-case bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed-like training flows, but one is gemma-4 from_pretrained and the other is double optimizer stepping." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Related SAM3 area, but distinct bugs: dummy Conv2d in pixel decoder vs tracker/model-type warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen variants and different issues: weight-shape mismatch vs an embedding-tying warning." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: stale cache on second forward pass vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Upgrade-related, but one is tokenizer loading and the other is an accuracy regression in a specific model." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache return-type contract issue vs LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different subsystems: attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of an old issue vs a Gemma token roundtrip bug; not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma pipeline token roundtrip behavior." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch generation/perf, but one is kernel divergence and the other is cache lazy-init causing recompilation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows/ROCm distributed import issue." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram type error in moe code is unrelated to missing chat template handling in processors." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different SAM3 architecture bug vs mask pipeline partial-batch result dropping." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to a 10x slowdown after upgrade." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Different vision-loading problems: nonsensical outputs from AutoModel/pipeline vs missing vision backend for AutoProcessor." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad regressions, but one is custom model initialization in v5 and the other is an ESM2-specific breakage." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression from upgrading Transformers is unrelated to double optimizer stepping under deepspeed." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the filtering slowdown regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both generation/cache related, but different failures: sync_gpus kwargs update vs missing GenerationMixin cache in v5." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving a quantized model is a different problem from loading Qwen2.5-GGUF under v5." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission is unrelated to the deepspeed optimizer-step bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different domains entirely: SAM3 vision encoder attribute error vs AutoConfig trust_remote_code missing fields." + } + ] + }, + "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": 23, + "review_unit_index": 43, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:44869|issue:45356", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:43986|issue:46726", + "issue:42371|issue:45092", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:43475|issue:45381", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "03bcc52cefe3639c73a176fc44f3e9bf11dc4ef6e04d75c3250c7c208481a85e", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35901, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly a mix of unrelated bug reports, but it does contain a few tight duplicate pockets by title: the AutoProcessor/vision-backend-missing pair, plus exact-title repeats like 45310/45478 and 42673/43704. Most other soft edges look only superficially similar and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "No single cluster-wide canonical issue is clear from the packet. If one representative issue must be chosen for the strongest visible duplicate pocket, issue:46726 is the broadest AutoProcessor/vision-backend-missing report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46726 is the best overall representative for the clearest duplicate pocket because its title is the most general description of the AutoProcessor backend-missing failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the titles point to different concrete problems: a missing config field versus a generic from_pretrained regression." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error and loading hang are different failure modes with different likely code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols/modules and do not read as the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer bugs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing vision-config field; too different to merge." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is unavailable; this looks like the same underlying backend-missing code path." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and a meta-initialization incompatibility are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save_pretrained failure and missing pad_token_id on Llama4Config are unrelated root causes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and processor.save_pretrained missing files are different surfaces and fixes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder bug report versus gemma-4 ZeRO3 from_pretrained issue; no duplication signal." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc-example errors and AutoProcessor backend-missing behavior are not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and symptoms: SAM 3 missing attribute versus qwen2.5-vl video position IDs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are distinct code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration and a Qwen3.5 rotary registration crash are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update bug and attention-kernel divergence under torch.compile are different mechanisms." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and a Gemma pipeline roundtrip issue are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different subsystems and symptoms." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output mismatch and an infinite loop on a specific image are separate runtime bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing APIs and different fixes." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemma image-text pipeline failure are related only by model family." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer backend crash and auto-docstring annotation handling crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2_5_VLForConditionalGeneration import are different features and code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "The titles are identical, so this is a strong repeat signal, but without body evidence in the packet I am not treating it as a confirmed duplicate edge here." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "AutoModel PyTorch import error and AutoImageProcessor import error are different missing APIs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/MoE, but the titles describe different concrete regressions." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE versus a from_pretrained error are not the same code-path problem." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-state update bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are both FP8-related but not the same defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too assertive for the packet. In particular, calling issue:46726 the \"only strong duplicate candidate\" is not well grounded when the packet also contains several near-title/near-topic soft pairs, including an exact-title match (issue:45310 vs issue:45478) that is not addressed conservatively. Several soft-edge reasons also rely on body-level specifics that are not visible in the packet, so the verdict set is not consistently grounded from the provided evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44190", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693" + ], + "soft_pairs": [ + "issue:30333|issue:33290", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42222|issue:45200", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44060|issue:45125" + ], + "prepared_review_unit_hash": "82f1e5f412a3be17225ca9830863961bebb48d94787c1e9620ef1f1451080692", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous, with only a loose tokenizer/v5 regression subtheme. None of the suggested soft edges look like the same underlying bug/change, so all are rejected. Issue 42898 is the closest thing to a representative issue because it is the most central among the tokenizer-related entries.", + "confidence": 0.35, + "canonical_issue_reason": "Issue 42898 is the most connected item in the tokenizer/v5 regression subcluster, so it is the best representative issue available, even though it does not cover the whole heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly represents the full cluster; 42898 is the best available anchor because several soft links point to tokenizer behavior regressions in v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job-reporting failure and a DeepSpeed/Adafactor OOM are unrelated failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Model loading with a legacy field and a pytest-xdist file race are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in an extra install and a nonexistent image_utils import are different issues." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-file write race and broken auto_mappings references are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and a test-worker file race are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an invalid import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading stalls in sentence-transformers and embedding reinitialization after resize are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend installation packaging and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different behaviors and model-specific failures, not one concrete bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask semantics and final partial-batch handling are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask inconsistency in MIMI and missing load-balancing loss are different model bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in save_pretrained and a Qwen3.5 MoE from_pretrained regression are not the same issue." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated doc issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "They are both tokenizer regressions, but for different models and symptoms, not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General AutoTokenizer loading failure and missing BOS/EOS insertion are distinct tokenizer issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated multimodal/model-loading bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; not one fixable code-path issue." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated internal behaviors." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count API and remote-code meta-init incompatibility are separate multimodal loading problems." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "An import NameError in sentence-transformers and a missing Qwen2.5-VL symbol are different import failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serve and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and MLflow failure reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLflow reporting and Llama 3.2 vision model loading are different regressions." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 regressions around tokenization/processor APIs, but they are separate behaviors and not the same concrete bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different root causes and affected models." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax and set_training doc mismatch do not describe the same underlying issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin bump and dummy-class cleanup are unrelated repository maintenance issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "A tied-weights warning bug and missing tensor-parallel plan are separate Qwen3 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": 23, + "review_unit_index": 45, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44075", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46665", + "issue:46710" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:30333|issue:35141", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:46209|issue:46431" + ], + "prepared_review_unit_hash": "45f94fcf969330ae13678f09f5ad3a73e8bb271bdf775a3ffef0d0bcd9ff69d6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft similarities are mostly superficial (shared APIs like import/from_pretrained/save_pretrained/cache), and none of the candidate pairs looks like the same underlying bug or a plausible single merged fix.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44297 is the most representative concrete bug report among the weakly related items, because it is a self-contained tokenizer serialization problem and sits near a few save/load-related reports; however, the cluster as a whole is too mixed to treat it as a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 is the strongest standalone issue for triage: specific, reproducible, and more actionable than the broader version/regression reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "One is a buffer/read-state bug, the other is deepspeed optimizer stepping; no shared code path." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure-reporting is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job reporting and CustomTrainer compute_loss kwargs are distinct training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but for different modules and different missing dependencies." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and leftover dummy classes are unrelated packaging/import bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and docstring parameter mismatch are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 model saving and the other is tokenizer metadata serialization." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Generation output regression and AttentionInterface.register behavior change are different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy loss and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both concern tokenizers, but one is BPE marker handling and the other is tokenizer loading/import behavior." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization is unrelated to deepspeed optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limits and attention registration behavior do not share a code path." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve persistence, but one is FP8 model save_pretrained and the other is processor file export." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Config defaulting for multimodal models is unrelated to from_pretrained use inside Python classes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failures in transformers and huggingface_hub are different dependency issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are separate config problems." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring for position_ids is unrelated to RoPE implementation discussion." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration semantics and model accuracy regression are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are distinct issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained and max_shard_size default behavior are separate save_pretrained concerns." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "sync_gpus generation bug and cache max length semantics are related to cache/generation, but not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling and remote-code meta initialization incompatibility are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "A feature extractor crash from unsupported args is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes and FP8 inference on B200 are entirely different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs syncing and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache, but serve KV-continuation indexing and cache lazy-init recompilation are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one masking are unrelated model-specific bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 46, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44945", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655" + ], + "soft_pairs": [ + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:45381|issue:46305", + "issue:43644|issue:46305", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42757|issue:45278", + "issue:42886|issue:43066", + "issue:44188|issue:44373", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42907|issue:44945" + ], + "prepared_review_unit_hash": "05f8decf51ef84b0337b8c87ab80ecb8b03476e9167f29e044a1574eba015b8e", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers bug reports: tokenizer regressions, import errors, quantization/saving issues, model-init bugs, and multimodal/model-specific failures. None of the soft pairs look like true duplicates; the closest representative issue is the cross-version tokenization regression in 43122, but the cluster itself is not a single underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43122 is the broadest and most central report here, with a clear reproducible tokenizer regression across versions and some inbound references. It best represents the tokenizer-regression subset, though the overall cluster is not actually one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 has the clearest cross-version behavior change and the most general applicability among the listed issues, making it the best representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different models and different bugs: Moonshine streaming window off-by-one vs SmolVLM video padding calculation." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer-like code, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to missing processor save files." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated symptoms: loading hang for Sentence Transformers vs zero probabilities in a SigLIP2 model." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime indexing/splitting issue; the other is just a wrong docstring for position_ids." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are off-by-one style reports, but they concern different models and different mechanisms (vision position ids vs streaming mask)." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Transformers v5 buffer initialization bug is unrelated to Moonshine streaming mask logic." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen/InternVL family regressions, but one is meta-init incompatibility and the other is incorrect save_pretrained keys; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs a pandas/numpy padding performance issue; no shared underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model persistence, but one is about dequantized Ministral/Devstral saving and the other is sinq save/load corruption; too different to merge." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm precision/config issue is unrelated to remote-code checkpoint meta-initialization incompatibility." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: FineGrainedFP8 accuracy degradation vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 training degeneration is not the same as NaNs from checkout/init in classification heads." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx and using XLMRoberta with Flash Attention 2 are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in chat/completions is unrelated to Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different model/components; not the same fix." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are distinct." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type/config warning and the other is missing text encoder weights; different problems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to tokenizer added-token spacing." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are separate issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: wrong offset mapping vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a loading hang in Sentence Transformers are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import symbol failure is not the same underlying bug as broad import errors after upgrading Transformers." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong decoder type in v5 are different tokenizer/loading issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring typo." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model save failure are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state update after sync_gpus has nothing to do with D-FINE auxiliary losses." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 model-type warning and sam3-litetext memory overflow are different failures." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config problem in MLA q_a_layernorm is unrelated to a docstring issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Broken custom model initialization and NaNs in classification heads are related only loosely; they do not appear to be the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Model-specific BPE marker handling in Ministral is not the same as a general cross-version tokenization change." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save/dequantize failure is unrelated to incorrect output under pipeline parallelism." + } + ] + }, + "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": 23, + "review_unit_index": 47, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326", + "issue:46614" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:44295|issue:44297", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "8e63698de9502a7dc35745e467e443c46951924dec1e8d35a4938c2e5691c4c2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated import, tokenizer, model-loading, or training bugs. I do not see any strong duplicate pairs, only a few loose thematic similarities around tokenizer/import regressions.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45278 is the broadest and most umbrella-like report in the set, centered on a version-upgrade regression causing multiple import failures; it is the best representative of the small import-error subset, though the overall cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest single issue to anchor this cluster because it is a clear regression report with the widest scope and best chance of subsuming related import-error reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a GlmMoeDsaIndexer torch.split bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang in Sentence Transformers is a different failure mode from a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env CLI command and a missing nn import in sentence-transformers are distinct code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "These are different model-specific architecture issues: RoPE layer omission vs tied-weights warning behavior." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenization is not the same as failing to load a specific model/tokenizer." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are unrelated model I/O bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallel incorrect outputs are different regressions." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific AutoImageProcessor import error while the other is a broader upgrade-induced import fallout." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A position_ids buffer access error and tokenizer_class metadata mismatch are unrelated save/load issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn during import and stale auto_mappings references are separate import failures with different causes." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are different loader bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "These target different failures: checkpoint saving for dequantized models vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding and chat-template crashes with tool-call messages are different execution paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset mapping and multimodal assistant_mask generation are distinct tokenizer/template problems." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are different SAM 3 issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-dependent tokenization drift and continue_final_message behavior for mistral_common are different tokenizer regressions." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift across versions is not the same as all-zero assistant masks for multimodal chat templates." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "An ONNX import error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-save failures and gguf_file loading failures involve different model serialization paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer save metadata mismatch are not the same underlying issue." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and Gemma 4 mm_token_type_ids defaults are different example/model bugs." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping and stale phonemizer language state are separate tokenizer issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained corruption and Qwen3.5 from_pretrained errors may be related by model family, but they are not clearly the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe issue and the other is an FP8 save_pretrained bug; the concrete failures differ." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are distinct import errors." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and a classification example returning empty results are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "One is a huggingface_hub import breakage and the other is a transformers import breakage for a different symbol." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype change during evaluate and incorrect outputs under pipeline parallelism are different 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": 23, + "review_unit_index": 48, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:43976|issue:45446", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:42673|issue:45072", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "0c630868d05223a326e95b88b2c4303a75e4061b25243fb20da33697f85b6e71", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35763, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are unrelated Transformers bugs/regressions in different subsystems (tokenizers, Qwen/GLM, training, docs, imports, image processors). I do not see any soft pair that is clearly the same underlying bug or change, so all candidate duplicate edges should be rejected.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (multiple import errors after upgrading to 5.5.0), so it is the best representative issue, even though the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general, cross-cutting failure report in the group and best fits as a cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated symptoms: an ONNX import failure versus a LayoutLMv3 validation/error-message issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different problems: backend extras installation missing TensorFlow versus Python 3.14 loading failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and failures: SigLIP2 implementation mismatch versus Qwen3_5 image infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance behavior." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error report, but 38617 is a specific missing symbol; not enough evidence they are the same concrete regression." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change and stale phonemizer backend state are separate tokenizer/phonemizer issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "One is a GenerationConfig validation error; the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output bug versus SigLIP2 implementation discrepancy; different code paths and models." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file loading errors are unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility failure is unrelated to the flex_attention AuxRequest version-check bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but they describe different regressions in different models and code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe bug and Qwen3.5 MoE from_pretrained error are model-specific but not the same concrete failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Propagating num_labels in Qwen3.5 config is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded generation is unrelated to bfloat16 dtype mismatch failures." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length computation issue is unrelated to a PyTorch version-check bug in flex_attention." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained key mismatch and from_pretrained loading error are both Qwen3.5-related, but not clearly the same bug or mergeable into one PR." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Both mention pipelines/docs, but one is an example-script classification bug and the other is a v5 pipeline error-message regression." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused optimizer args in SGD and trainer.evaluate() failing after train() are different training issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight during from_pretrained is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash and an image padding over-pad bug affect different components and behaviors." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention support request for GPT2LMHeadModel is not the same as a separate Flash Attention 2 issue." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different failure modes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipelines are unrelated to the flex_attention import/version check bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GenerationMixin cache missing in chunked_prefill are unrelated training/generation bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidation in GLM-5 is unrelated to a stale warning about num_return_sequences." + } + ] + }, + "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": 23, + "review_unit_index": 49, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46617", + "issue:46655" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:42673|issue:46655", + "issue:45405|issue:45446", + "issue:45071|issue:46614", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:46617" + ], + "prepared_review_unit_hash": "654629e2590aee4f33b1cb5708910ff1cf561d5b5348202d2921afdff3951246", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36654, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose collection of unrelated Transformers issues. A few pairs share broad subsystem keywords (especially tokenizer regressions), but the titles point to different concrete bugs and code paths, so none of the soft edges should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report: it describes a version-to-version tokenization change affecting the same tokenizer behavior class, which makes it the best representative among the tokenizer-related issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most canonical issue in this set because it is general, regression-focused, and closest to the shared tokenizer theme that appears repeatedly across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug; different symptoms and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multithreaded generation and a tokenizer BPE-marker bug are unrelated code paths." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but one is GPT-2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional masking; not the same bug." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Both mention tokenizer behavior, but Kimi-K2.5 codec handling/fix_mistral_regex is distinct from Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling during chunked prefill and an efficiency issue in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5-era breakages, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in dataloader threads and SmolVLM video padding are separate bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue and a PyTorch version check bug are not the same underlying change." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a type-checking regression in PretrainedConfig, the other is stale config.dtype after from_config; related only at a high level." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback and flash_attention sinkless-model crash are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight depending on device and NaNs in classification heads are different problems." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3-next loading, but one is missing projections in layer 0 while the other is a from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping on Qwen3 and the other is Deepseek tokenization correctness; too model- and bug-specific to treat as duplicate." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failure are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression and dtype staleness are separate configuration issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and an xdist race in captured_info.txt are different test-infra failures." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils bug versus preprocessing performance issue; no common code-path bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shape and a crash loading video models without torchvision are separate video-stack issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback and Mistral regex patch crashes are different tokenizer-loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a testing_utils bug do not describe the same failure." + }, + { + "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 regression versus noisy logging message; no shared bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning on sam3 and a key error loading MobileLLM are different loading issues." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a BACKENDS_MAPPING tensorflow_text error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision bug are different topics." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter mismatch are not duplicates." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings guidance and trust_remote_code cache FileNotFoundError 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": 23, + "review_unit_index": 50, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42175|issue:42222", + "issue:43931|issue:44410", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:43531|issue:45341" + ], + "prepared_review_unit_hash": "2edefcbeb0545434158cd7dab63a5819fd0d95a88dc81242651430caa6776184", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions and model-specific bugs. No soft edge looks like the same underlying bug/change, so all candidate duplicates should stay separate. If one issue must act as the umbrella, the broadest is the upgrade/import-regression report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it captures the general post-upgrade import-regression theme that overlaps with several other entries, even though many cluster members are actually unrelated model-specific problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative single issue for the cluster because it is broad and regression-oriented, but it is still only a partial fit for many of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different bugs: one is a GenerationConfig validation problem for GLM-5, the other is an unrecognized model/config issue for OLMo-Hybrid." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset-mapping corruption and FP8/B200 inference failure are unrelated code paths." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen-family models, but one is missing projections in a layer and the other is a from_pretrained error for Qwen3.5 MoE; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The titles both mention imports, but one is a specific missing image_utils export while the other is a broad upgrade-related import-error report." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and a speech-feature extraction issue are different subsystems and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer argument handling and double optimizer-step with deepspeed are distinct training bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in the DSA indexer is not the same concrete problem as the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns decoder type and the other changed tokenization output; not clearly one underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in 5.0 and unexpected position-id keys are unrelated regression types." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling during chunked prefill and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in PreTrainedConfig is unrelated to backend package-install behavior." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and broken vitpose models do not point to the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL is a loading/config issue, while the other is a missing-layer projection bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps in MLA q_a_layernorm are different model/component defects." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a request acceptance failure and the other is a streaming inference bug on a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size behavior and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in DSA indexing is not the same as the deepseek-v4 transpose/dtype issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "These are different model internals and different tensor-operation bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning about bfloat16 precision and dtype remaining float32 on Blip2 loading are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2 related, but they concern different models and likely different support gaps." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-related multimodal reports, but one is a weight-shape mismatch and the other is a distinct Qwen3-VL-Moe bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and degenerate training with flash_attention_3 are different issues and code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal in v5 and gguf_file handling failures are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not share the same underlying defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision causing a crash is unrelated to the testing_utils issue." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing import from image_utils and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA rms_norm_eps handling and GLM-5 RoPE implementation are different model-level problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop image-specific Qwen3_5 bug and a sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch counting helper and torch.split return semantics are separate defects." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 51, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43825", + "issue:43873", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43208|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484" + ], + "prepared_review_unit_hash": "b51d935004e19a44a5024303e0d97c3b3f41cc2a5c0044ab23aeabc135d06332", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports spanning imports, training, processors, quantization, and model-specific regressions. None of the soft-edge pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue 43097 is the broadest, highest-impact regression here (a v5 API breakage with inbound references), so it is the best single representative.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue 43097 is the most representative issue: broad user impact, cross-cutting v5 regression, and clearer cluster relevance than the narrowly scoped reports.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading failures, but one is a tokenizer mapping assumption and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: generation cache handling vs a mask pipeline batch-finalization bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failures; one is a DeepseekV3MoE implementation divergence, the other is a DeepSeek-V4 dtype/transpose issue." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is about a removed config field in v5, the other is a flash-attention crash on sink-less models; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different modules and do not indicate the same underlying breakage." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different dependency failures: missing torchvision for AutoProcessor vs a mistral_common import error affecting Gemma 4 loading." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing attention projections while the other is a missing vision-config field." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "These are distinct save/load issues; one concerns removed tie_embeddings_and_encoder_decoder behavior, the other quantized save/load breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training regressions: optimizer state placement under FSDP2/PEFT vs Liger kernel not applied with model_init." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad ecosystem, but different concrete bugs: a Qwen3-VL-Moe failure versus missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both touch SmolVLM video processing, but one is padding math and the other is num_frames semantics; not the same defect." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A loading crash due to missing torchvision is unrelated to the default max_shard_size discussion." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache; similar shape, but not the same underlying issue." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is a test flake from missing set_seed calls, the other is a noisy logging message." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek models, but one is a specific tensor operation bug and the other is an accuracy regression after upgrade." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a v5 config/API removal issue; the other is a quantization offloading behavior problem." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer-related, but one is an AddedToken constructor argument clash and the other is a mapping-name None assumption." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Different subsystems: tokenizer mapping fallback vs an image-text-to-text pipeline failure." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "An evaluate-after-train failure is unrelated to an import-time Trainer failure caused by datasets." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is an offline/local-files-only networking bug; the other is a missing embed_tokens weight during UMT5 loading." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "One is a kwargs propagation bug in AutoProcessor, the other is an auto-docstring crash with future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different code paths: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy-init recompilation with chunked prefill." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "A Python 3.14 import/load problem is unrelated to a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Loading without torchvision is not the same bug as TOKENIZER_MAPPING_NAMES sometimes returning None." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect pipeline error message and inability to save Pipeline objects are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failures are unrelated to Pipeline.save_pretrained behavior." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save/load quantization issue is not the same as an infinite-loop bug in Qwen3_5 on a specific image." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model-specific failures: xLSTM small-model training bugs vs Bamba SDPA torch.compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is repository hygiene / dummy-object leakage, right is a noisy log message; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compilation warning is not the same as a Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are about different conditions and different configuration knobs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing model weights during load is unrelated to the max_shard_size default question." + } + ] + }, + "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": 23, + "review_unit_index": 52, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:45600|issue:46298", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937" + ], + "prepared_review_unit_hash": "90bdb5122eac6b239f6fb0988b77edfe77a5a7ea223b09ca9039e141298c8fe9", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of Transformers bug reports and regressions spanning imports, v5 behavior changes, model-family-specific breakages, saving/loading, and backend-specific issues. None of the soft pairs are close enough to treat as the same underlying bug or change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the most canonical representative because it describes a concrete v5 regression with broader reach and already has inbound references, making it a plausible anchor for nearby breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best single issue to represent this cluster since it is concrete, user-facing, and broad enough to stand in for the v5 regression theme without overfitting to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both mention v5-related tokenizer/decoder behavior, but one is a specific decoder-type issue and the other is only an isolated reproduction reference; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "These are unrelated failures: Flash Attention support for a model class versus a Python-version compatibility problem." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "One is a concrete API removal regression; the other is a noisy logging complaint. Different problems." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different model/backend issues: unsupported Flash Attention for Nemotron versus GPT-2 attention scaling being ignored." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "These concern different model families and different failure modes; no evidence they share a code path." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored is not the same as register() changing behavior of registered functions." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import conflicts with datasets are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import resolution." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8 Qwen-related reports, but one is save_pretrained on FP8 and the other is from_pretrained loading; not clearly the same defect." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT-2 attention scaling with backend kernels is unrelated to a degenerate zero-loss classification issue." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging for torch install and Trainer import failure have different causes and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and bfloat16 compilation warning are different warning/behavior issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but for different symbols from different packages and likely different breakages." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and GPT-2 attention-scaling backend behavior do not share the same code path." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning during compilation and a torch>=2.9 flex_attention failure are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are separate model/component issues." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI breakage from removed Sam3LiteText configs is unrelated to a noisy logging message." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A chat-completions endpoint rejection and a Qwen2.5-VL batched chat-template crash are different request-handling bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not enough to assume one duplicate bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe v5 loading bug and FP8 inference support request are related to the same model family but not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field assignment and GPT-2 attention scaling are unrelated implementation problems." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import from configuration_utils and local_files_only still making API requests are different failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation discussion are not the same concrete defect." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but they are not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and sorted state_dict load errors are different load-path problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is token-embedding resize propagation and the other is attention-mask construction; different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "These are distinct import errors for different symbols from different modules." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported Flash Attention for Nemotron and invalid GenerationConfig for GLM-5 are unrelated model-specific 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": 23, + "review_unit_index": 53, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600" + ], + "prepared_review_unit_hash": "6ff670d96af446ce09fe51740bff003b14772e9dbe1a7f5b819184337d211506", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate set; it mixes unrelated import, config, saving/loading, training, CI, and model-specific bugs. None of the soft pairs look like the same concrete underlying issue, so they should stay split.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and domains: chat/completions request rejection vs Trainer import dependency confusion." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Both involve loading/saving, but one is a base_model_prefix regression and the other is pipeline serialization." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for text classification is unrelated to pipeline save_pretrained failure." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different config attribute bugs: Gemma3 vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are model loading regressions, but one is state_dict ordering and the other is Qwen3.5 checkpoint saving." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "A Python version compatibility bug is not the same as a generic transformers-on-Python-3.14 load failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different model families and bugs: Qwen3.5 num_labels propagation vs Gemma4 attention mask construction." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma/Llama config issues, but one is attention masking and the other is head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions field regression is unrelated to Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute failures in different models: vocab_size vs pad_token_id." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation issues, but they affect different fields and model stacks." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is cache/layer update decoration; the other is broad import breakage after a version upgrade." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer/FSDP state mismatch is unrelated to a cache strategy typo." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD arguments ignored is an optimizer bug, not an import-time Trainer dependency issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are distinct from a Python 3.13 torch.jit.script indentation/parsing issue." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-related breakages, but one is Python 3.14 loading and the other is PretrainedConfig type checking." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting/load error is not the same as missing Qwen3.5 vision config field serialization." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different failure modes: sorted state_dict load error vs Gemma pipeline roundtrip tokenization issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated bugs: missing config attribute versus distributed optimizer state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test/CI related, but one is missing set_seed and the other is xdist file-write racing." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time slowdown from star imports is different from intermittent slow import regressions." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration bug is not the same as a broad complaint about Transformers 5 breaking models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to Qwen2-57B-A14B-Instruct loading OOM." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern loading/saving, but the specific checkpoint corruption causes differ." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad decoration and Python version incompatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression is not the same as patchtsmixer post_init restriction." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/UMT5 loading issues with different missing keys and code paths." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions missing field is unrelated to CLIP text model structure divergence." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failures: CLIP output field regression vs LwDetr float16 AMP crash." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flake is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: missing set_seed versus stale device override on GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test flake from set_seed omission is unrelated to auto_mappings referencing removed configs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 54, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44062", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44734", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43874|issue:46617", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "2baccc09c663e7fbb7863986dcd22dc0b091ba02b75abc02e7ae252c81ffcddb", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39473, + "estimated_input_tokens": 9869, + "estimated_eval_tokens": 19994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers v5-era regressions (loading/import/docs/model-specific bugs). None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. 44556 is the best anchor because it is a concrete, broad loading regression and the most representative of the cluster\u2019s recurring theme.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44556 is the broadest concrete regression here: a versioned model-loading failure after upgrading to v5.2/v5.3, which makes it the best single anchor for the loading-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue to keep because it is specific, user-impacting, and more representative than the many narrower import/docs/model-variant reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Different bugs: tokenization cleanup behavior vs video processor frame-count semantics." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated failures: offline/local file behavior vs AddedToken argument handling." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: KV-cache continuation crash in serve vs cached trust_remote_code file lookup." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both touch MoE/tensor parallelism area, but one is FP8 save_pretrained and the other is missing _tp_plan; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is AutoTokenizer loading and the other is checkpoint reload after upgrade; too broad to treat as one bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization/OOM memory regression is a different issue from checkpoint reload failure." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Image-processor token accounting bug vs trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Importing a missing model class is unrelated to cache loading from trust_remote_code." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different subsystems: generation cache updates vs Sam3PixelDecoder placeholder convolution." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API calls and GLM RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken CLI command and AttentionInterface behavior change are distinct issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is missing tensor-parallel plan and the other is a from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failure vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file execution errors are not the same as slow filtering after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing vs config field dropped by @strict are separate Qwen3.5 issues." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics vs AutoProcessor backend-missing error are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both concern generation/cache machinery, but the symptoms and code paths differ." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs docs confusion around forward arguments." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No relation between local_files_only API requests and the unrelated 'racoon' issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API request leak and FP8 MoE save_pretrained are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and 'racoon' are clearly unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting vs tensor-parallel training bug are different issues." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different model families and likely different failure points." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading breakage are separate bugs." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are unrelated to saving Pipeline objects." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing hub import and broken transformers env command are different problems." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward arguments vs import error for layer_type_validation are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue is not the same as the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error is unrelated to trust_remote_code cache file lookup." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and broken env command are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and the 'racoon' issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not clearly the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction bug 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": 23, + "review_unit_index": 55, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218" + ], + "prepared_review_unit_hash": "d9ed9cfe4f353b4130a9130eaee7079a9c63cc589e509c00af0d3b0aa97d13e6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38926, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated model-specific bugs and broad v5 regressions. The only strong duplicate-like edge is the lazy-loading/import machinery pair around `sys.modules` access.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44273 is the broadest, most central issue here: it describes the lazy-loading/import-path failure that can also explain the more specific `sys.modules` access symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 best represents the cluster because it is the clearest umbrella for the import/lazy-loading regression theme, rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: SAM HQ video attribute error vs trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different public symbols; too little evidence of one shared root cause." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: Liger kernel application in model_init vs FP8 inference failing on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model paths and symptoms: RoPE implementation discussion vs video processor frame semantics." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific chat crash vs broad v5 breakage complaint; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache is not the same as a typo in cache strategies." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and tf-backend detection are separate issues." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video frame handling." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a generic bug report title." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe bug vs missing tensor-parallel plan; different concrete problems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Likely same import/lazy-loading failure: the generic lazy-loading issue and the specific unsafe `sys.modules` access point to the same code-path class." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output bug and `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but hallucinated bbox output vs infinite loop on one image are different symptoms and likely different bugs." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue and missing generation cache are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific `Llama4Config` missing field vs generic v5 breakage complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm config field regression is not the same as a broad v5 complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically import errors after upgrade and the other is a generic complaint; too vague to merge." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is unrelated to a broad \u201cv5 breaks too many models\u201d report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance cleanup is not the same as a missing `Qwen3_5ForCausalLM` module import." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and weight conversion script availability are different concerns." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs Liger kernel/model_init issue; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading breakage are related only broadly, not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support warning and Qwen3-VL bbox errors are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs regression are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version incompatibility and Qwen3-VL bbox output bug are different issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated despite both mentioning kwargs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is not the same as a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and missing `HybridCache` import are different symptoms." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup and a testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Specific Python support bug vs generic v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/MoE failure modes; no clear shared code-path bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version incompatibility and module import failure are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge (44273 vs 45003) is plausibly the same lazy-loading/sys.modules code-path, and the other verdicts mostly avoid over-connecting only superficially similar issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 56, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28348", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:28348|issue:43352" + ], + "prepared_review_unit_hash": "9ae91eb0b076b20a6da27cd99dcb62086919f8f043afd26977274c911f2bf820", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38583, + "estimated_input_tokens": 9646, + "estimated_eval_tokens": 19548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly groups unrelated Transformers regressions by loose similarity around v5/model-loading issues. The best single representative is the broad v5 breakage complaint, but none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45850 is the most umbrella-like: it summarizes the broad v5 regression theme better than the many narrow, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best cluster representative because it is broad, central, and closest to the overall \u2018many things broke in v5\u2019 theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: post_init allowance vs tied-weight key crash." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs reference vs scheduler kwargs; unrelated functionality." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion vs tokenizer-loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy-loading bug; different paths." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger/model_init application vs flash-attention training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer math issue vs Gemma audio positional encoding bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation vs video padding calculation; different models and code paths." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading vs lr scheduler kwargs; no shared bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline serialization vs tied-weight-key crash." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command vs missing Qwen3_5 import; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math vs scheduler kwargs; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance issue vs VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion vs Llama model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs documentation mismatch." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating vs weight-conversion/matrix-transpose bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs RoPE implementation; different subsystems." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE vs Gemma audio positional encoding; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only API leakage vs tokenizer timestamp bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings warning vs VRAM leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs specific import failure; too different." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp bug vs VRAM leak; only loosely multimodal." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs audio positional encoding bug." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling vs Gemma audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Layernorm epsilon precision issue vs Gemma audio encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching gap vs DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure vs Qwen3_5 import failure; different symbols." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron Flash Attention support gap vs Qwen3_5 import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior change vs wrong decoder type; same area, different bugs." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2 flash-attn 2 support vs generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated low-quality issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions regression vs unrelated issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated placeholder issue vs broad v5 regression complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure vs unrelated issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash vs chat-template assistant tool-call crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs missing layer_type_validation import." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id vs tied-weight-key crash." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx vs tied-weight-key crash." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different flash-attention support gaps." + } + ] + }, + "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": 23, + "review_unit_index": 57, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:33453", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "21d2a99627e3bcd3b2493e067f695000ad494b87b626d0d060d765751f8f8443", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913991, + "estimated_input_tokens": 228498, + "estimated_eval_tokens": 457252 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14814, + "estimated_input_tokens": 3704, + "estimated_eval_tokens": 7664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated issue reports across tokenizers, model configs, attention, FP8, and training plumbing. None of the soft pairs look like the same underlying bug, so all are rejected.", + "confidence": 0.18, + "canonical_issue_reason": "43240 is the broadest and most centrally framed bug report here, with multiple inbound references, but the cluster is too heterogeneous to represent a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43240 is the most generally phrased issue and the best available representative of the mixed cluster, though it does not subsume the unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen vs missing files in processor.save_pretrained are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow failure reporting and slow checkpoint loading are unrelated problems." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness and tokenizer loading regression affect different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error is distinct from FP8 model support for inference." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to Qwen FP8 support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface are separate model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config type hint issue is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignored loss value handling and missing kwargs passthrough are different training bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs passthrough is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling does not match tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former loss/ignore_value behavior is unrelated to RoFormer attention code." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model loss/ignore_value bug is unrelated to a typo in quantization operation naming." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing loss kwargs and a config type-hint typo are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correctness and a quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm semantics and ModernBERT norm_eps typing are not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling has no clear overlap with the ModernBERT type hint issue." + } + ] + }, + "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": 23, + "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": "105c92f90514f8bfc2583d49545ccf77ab11d2efb7764a3c13eed8d78a8f26e4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated topics: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and problem statements: tokenizer truncation direction vs. Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "No shared underlying bug or change; one is about truncation strategy, the other about learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated requests in different subsystems: scheduler behavior vs. speech model time offsets." + } + ] + }, + "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": 23, + "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": "31ef9f52458bd4fe86436c9fa1dd3e89f9647b77d42156f120e473ee6c0f187e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not the same bug. One is about Tapas tokenization parity with TensorFlow, one is about an incorrect auth/error message when downloading a private model, and one is a generic model-loading failure for bert-base-uncased. The only mild overlap is between the two model-loading/download issues, but they still point to different failure modes.", + "confidence": 0.64, + "canonical_issue_reason": "issue #16618 is the broadest model-loading complaint and the closest anchor for the cluster, but it is still not a clean duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most user-facing and general of the three, so it is the best representative if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch with TensorFlow code is a different subsystem and failure mode than loading bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model retrieval/loading, but one is specifically a private-model auth/error-message problem while the other is a generic inability to load bert-base-uncased; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 23, + "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": "ea22d4fd425bf911a2ae8e45d8512fc372de499874c8b4c0bc81dd2e19d468b0", + "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 not duplicates: one is about adding Flash Attention 2 support for more architectures, the other about adding GGUF support for more architectures. They overlap only at a broad \u201ccommunity contribution\u201d level, not at the underlying feature/change level.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different code paths and goals (Flash Attention 2 vs GGUF support); too broad a similarity to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 23, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "7f67e80f1f936bda032cc63f2d496b587f28d39f5b24e82c8eb3c2da2bd6d6d5", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13520, + "estimated_input_tokens": 3380, + "estimated_eval_tokens": 7016 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13520, + "estimated_input_tokens": 3380, + "estimated_eval_tokens": 7016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one duplicate set: it mixes several distinct i18n translation-request issues (different languages) plus two exact duplicate subgroups \u2014 the generic placeholder-title issues and the Thai-title issues.", + "confidence": 0.96, + "canonical_issue_reason": "No single global canonical cleanly covers the full cluster because the requests are for different languages. If one issue must anchor the exact duplicate placeholder-template subgroup, issue 43834 is the oldest and most generic of that set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 is the best representative only for the placeholder-template duplicate subgroup, but it is not suitable as a global representative for all items because the cluster also contains separate language-specific translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different target language/request: Turkish vs the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language/request: Turkish vs Romanian." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages: Turkish vs Spanish." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages: Spanish vs Romanian." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/request: Spanish vs the generic placeholder translation issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs the generic placeholder translation issue; not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different translation requests/languages; Romanian vs Thai." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different translation requests/languages; Romanian vs Thai." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder-titled translation request; appears to be the same issue template duplicated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical placeholder-titled translation request; appears to be the same issue template duplicated." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder-titled translation request; same underlying issue template." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete request/language; placeholder-template issue vs Thai translation request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact duplicate Thai translation request with the same title/content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly separates the cluster into distinct language-specific translation requests plus two duplicate subgroups (placeholder-template and Thai). The accepted soft-edge pairs are conservative and supported by the strongest similarity evidence, and the rejections avoid overstating cross-language matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "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-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue: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": "b56a79f38bc304ed0fc8af7b743def2e2c23bd7ec5d1f5d73087b0b531696e0d", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23779, + "estimated_input_tokens": 5945, + "estimated_eval_tokens": 12146 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23779, + "estimated_input_tokens": 5945, + "estimated_eval_tokens": 12146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are broadly similar model-request issues, but they are not duplicates: each asks for a different model or feature addition, so none should be merged together.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate: the issues span distinct model requests and features (e.g. EuroBert, RF-DETR, Qwen3 TTS/ASR, LFM2.5 Audio, Granite SWA+sink), not the same underlying change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45322 is the cleanest representative of the theme: it is a focused, self-contained model request with a complete description and the issue is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2 are different model additions, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model target different architectures." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs OpenAI weight-sparse transformer are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model and Qwen3-ASR support are different artifacts." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse-transformer request do not describe the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models with no shared code-path issue." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer request are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture vs ModernVBERT models are not the same request." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support target different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS support are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different artifacts." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are not the same kind of issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different model support changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse-transformer request do not match." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and OpenAI weight-sparse transformer are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink are not the same underlying change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model integrations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both model requests, but they target different architectures and code paths." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are not the same issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera 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": 7, + "component_count": 23, + "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": "79c11f443da1bf54759b1fc5e6a0cc6057088739f80700136de9b7cd703a3d6d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and does not indicate a duplicate relationship.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the more concrete technical/code-focused item, but it is not a duplicate of 38740 and should not be treated as the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: documentation/framework listing vs a Vision RoPE code refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 23, + "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": "1b53cd09dcf797e7ee5a6f529e8f86974877fb8c8d2801e4814e2f9fb3fb2411", + "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 open issues do not look like duplicates: one is about set block decoding, while the other is a request for DeepSeek v3.2 support. They target different features with no shared evidence of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43037 is the clearer standalone request because it names a specific external model-support task; however, the two issues are unrelated, so there is no strong canonical duplicate choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the better representative of a concrete, actionable request. Issue 41084 is too vague and appears to be a separate concern rather than the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084 (Set Block Decoding)", + "right": "issue:43037 (DeepSeek v3.2 support)", + "accept": false, + "reason": "Different topics and likely different workstreams: one asks for a decoding mode, the other for support for a specific model version. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 23, + "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": "acf0107799ec852a18843327aec642363fd8ff79aa2897839928f4a7523026b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different performance-related feature requests in different code paths: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other asks for TiledMLP integration. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41306 is the more concrete, actionable request: it specifies the exact API surface (`from_pretrained()`) and the specific feature flag being requested.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best representative because it is narrowly scoped and directly describes the desired change; #41826 is a separate feature request for a different component.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one is about a `from_pretrained()` flag for fused loss handling, the other is about integrating TiledMLP for memory reduction. 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": 23, + "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": "094d22069b73bb3a70878d70abbc406194be2d9cead9185c4d0a901fdb3790c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both mention custom trainers, but they address different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They do not look like the same underlying bug/change, so they should not be clustered as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the more central Trainer customizability request; it describes a concrete Trainer behavior that could broadly affect custom trainer workflows.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative of the cluster because it is the broader, more foundational Trainer customization concern. #43600 is a separate FLOPS-estimation topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the theme of custom trainers, but one concerns `remove_unused_column` behavior and the other concerns FLOPS counting. Different code paths and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 23, + "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": "2bf0b5017eb10d68076ee531b9232c77a4d15874639654213a9ad3f2c68ae829", + "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 about different Qwen model families and different AutoModel targets, so they should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better anchor if one issue must represent this cluster, but it is not a duplicate of the Qwen3.5 sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the more general API-registration request; issue 44405 is a separate, task-specific support request for a different config and head.", + "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 sequence-classification support. They target different model families and different auto classes." + } + ] + }, + "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": 23, + "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": "38673777ab7da605a5f5847fce165b703da92f1f0dc54728993a656002d7dc9d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4259, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface \" appear to be duplicates of the same report; issue 43835 ('Fett') looks unrelated. No PRs are present in this cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is the best representative for the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best overall issue candidate because it is one of the duplicated huggingface reports and was created first among them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no supporting evidence that they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared issue details indicating a duplicate." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not appear to match the huggingface report cluster." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same apparent report, and no evidence of distinct underlying bugs." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same near-identical issue title and likely the same duplicate report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no distinguishing evidence; these look like duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three \"huggingface \" issues share the same title and strongest similarity signals, and 43845 is the earliest among them. The rejection of 43835 as a separate item is conservative, and the soft-edge verdicts do not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "8f0e1ffbd5ca5de4a2eb185b327b068586edd9430830cb565f9a21bea0b9af3a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam/placeholder issues, plus one generic documentation suggestion and one unrelated named issue. There is no evidence that any pair describes the same underlying bug or change, so no soft duplicates should be accepted.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44371 is the cleanest representative of the spam-like subgroup: it is an exact '' placeholder and is shared by the other identical placeholder issues, making it the most central stand-in if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best issue representative because it matches the dominant pattern in the cluster and is the earliest exact-placeholder issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Identical spam titles are not evidence of the same concrete bug or change; there is no actionable content to merge as a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: this is only repeated spam text, not a shared technical problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A '' placeholder and a documentation enhancement suggestion are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The placeholder spam issue and 'Check out \"Google LLC\"' are unrelated and do not describe the same underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation feedback does not match a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation feedback does not match a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Two identical spam placeholders still do not establish a shared bug/change worth deduplicating." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "These titles point to unrelated spam/noise, not the same code-path issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These titles point to unrelated spam/noise, not the same code-path issue." + } + ] + }, + "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": 23, + "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": "4a239c493b965c762d4904f1a9540cd602ee7502a1c68072abded4da0961da55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look like near-duplicates based on their identical titles, close body lengths, and the soft-similarity signal. The evidence is limited because the issue bodies aren\u2019t available, so the duplicate call should be made conservatively. #45145 is the best canonical representative because it was created first.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the earlier issue and the safest canonical representative among two issues with the same title and no stronger differentiating signals.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the representative because it predates #45151 and the available metadata does not distinguish a different underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and similar metadata, plus a soft-similarity signal, make them plausibly the same issue; however, the duplicate judgment is based on limited evidence because the bodies are not directly compared." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is plausibly related, but the analyst overstates the evidence. In the packet we only have identical titles, similar body lengths, and a soft-similarity signal; we do not have the issue bodies or any direct textual comparison to support claims like \"textually indistinguishable\" or \"very similar issue content.\" The canonical choice may still be #45145 due to earlier creation time, but the duplicate verdict should be stated more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "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": 23, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "76cb5a9522b2cbfaaf1b8d1278f9dad8786e8e3635cb1d26626c6b55f8e027a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad 4-bit inference level, but they describe different bugs: one is a Gemma4/audio-module `torch.finfo(uint8)` TypeError, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. I would not merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45674 is the better anchor because it identifies a concrete configuration regression and likely code-path in BitsAndBytesConfig; issue 45672 is a separate, more model-specific symptom in audio modules.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the clearest representative of the cluster, with a specific failure mode and probable fix surface. Issue 45672 appears to be an unrelated 4-bit inference bug rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying failures: `torch.finfo()` TypeError on uint8 audio-module weights vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Same broad area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 23, + "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": "1b8a56dd431c068f983af271cdf193a45766660aae552f7b99e9f705d1ccb9ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they only share a loose name/date pattern and contain no substantive problem description or common target.", + "confidence": 0.96, + "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": "Different named individuals and birth dates; no evidence they refer to 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": 23, + "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": "ede9666854194879b3821d520e4cf1e9d220c175dd10af52863bf5342066e02a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated closed issues with only superficial name/date similarity; there is no shared bug, feature, or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "These are separate issues about different people and dates, with no indication of the same underlying problem or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 23, + "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": "8cca65b5ed566b89ce722ce8ea878f62135c78a8ce6dd1efd36317773585a3bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model head, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests target different features and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a cluster representative, issue #46295 is the broader platform feature request, but it should not be treated as equivalent to #45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different asks with no shared underlying fix: adding a token-classification model class vs enabling FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "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": "d538d0459e3df4f7e6abab58e2298cebdce67b856c6c626f87e0e1381c8ca313", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated to both pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue across the whole set: 45870/45871 are one exact duplicate pair, 45872/45873 are another exact duplicate pair, and 45869 is a different dataset-promo issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, 45870 is a clean canonical choice for its exact-duplicate pair with 45871 and slightly earlier timestamp.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle promotion is not the same underlying issue as a DataForge financial prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle promotion is unrelated to the DataForge example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching body length; this looks like the same example issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other adds a scraping service; not the same concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad topic, but different concrete ask: example vs financial time series + scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These are different issue requests despite surface-level financial DataForge overlap." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "These are different issue requests despite surface-level financial DataForge overlap." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching body length; this is the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the pairwise judgments are conservative overall. The exact-duplicate calls for 45870/45871 and 45872/45873 are supported by identical titles plus matching body lengths, and the rejection of 45869 against the others is reasonable given the distinct titles. The note that there is no single canonical issue across the whole set is also consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 23, + "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": "85a5a947f7123f3fe1bbbeb9cf91a9dbf2581399beabbe166a57fd1914b8ff7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they describe different concrete breakages: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention`. I would not merge them as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better anchor because it describes a more specific root-cause path (`early_initialization` corrupting linear-attention shapes) and is more directly actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest standalone issue for triage since it states the failing mechanism and resulting `RuntimeError` more clearly than the KeyError report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Do not treat as the same bug: 46439 reports wrong-shape corruption in static-cache early initialization, while 46441 reports a missing `linear_attention` cache key on Qwen3.5. Same subsystem, but different failure mode and likely different fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 23, + "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": "b909c9c405b294d1b67beebaf07f5ba82a522a1aa934f692628f203ba0ac0671", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively identical reports of the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue is the better canonical issue target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has the same title/body as #46551, so it is the better canonical issue to retain for active tracking.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue overall because it is the active open report for the same bug, while #46551 is already closed.", + "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 evidence; these are duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The packet supports treating the two issues as duplicates: they have identical titles, the same body length, and a soft-similarity pair with jaccard 1.0. Choosing the open issue as the canonical tracking target is conservative and reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 23, + "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": "fe94b5201446b82a1b5d8b7bc3d546eafb0334382f6688667f9ef859043fadfd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern training-time failures in object detection, but they describe different symptoms and likely different root causes: one is a tensor shape mismatch, the other is an out-of-memory condition after several epochs. I would not cluster them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue is clearly a duplicate of the other; if forced to pick a canonical issue for the cluster, 46657 is slightly more general and directly describes a concrete failure mode, but the pair does not appear to represent the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the better representative of the pair only because it states a specific reproducible error class (tensor size mismatch). However, it should not absorb 46692 since OOM after epochs is a distinct training failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor shape mismatch versus memory exhaustion later in training. They may occur in the same subsystem, but there is no evidence they are the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46744" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46744", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "d7ea404f72914203259bf747446831107d06659f7d913f68859429c9fa831da4", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40208, + "estimated_input_tokens": 10052, + "estimated_eval_tokens": 20360 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40208, + "estimated_input_tokens": 10052, + "estimated_eval_tokens": 20360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft-edge pair is a true duplicate: the two `fixed_cross_entropy` patches for issue 43240. All other pairs are broad-subsystem or unrelated changes and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR: it explicitly targets issue 43240 and cleanly forwards the added `weight` and `label_smoothing` arguments into `nn.functional.cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is also the best overall PR here because it is the clearest, issue-linked implementation of the same `fixed_cross_entropy` fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: Mistral tokenizer method additions vs. a new MobileLLM model implementation." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API patch and Executorch export test are not the same underlying bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness fixes are unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different code paths: loss utility fix vs. Mistral4 test/model cleanup." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test and Mistral4 test/model changes do not share the same concrete fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test is unrelated to MobileLLM model scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs. config-resolution order fix; no shared underlying bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill PR are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different targets: Falcon output collection refactor vs. Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work is not the same as the `layrnorm` renaming fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat parsing updates are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Mistral4 test/model work and MPS docs update are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes do not address the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto-modeling file aside, one is a model add/test PR and the other is a meta skill PR; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model PR is unrelated to the model-creation skill meta PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work and `cls.config` resolution ordering fix are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patches fix the same `fixed_cross_entropy` function to accept and forward the same extra cross-entropy kwargs for issue 43240; they are mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet: `pull_request:43251` and `pull_request:43254` both patch the same `fixed_cross_entropy` function in the same file, target the same issue 43240, and are plausibly mergeable into one bugfix PR. The remaining pairs are conservatively marked unrelated or broad-subsystem similarities without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "1f3d860cf525ce043a2580e31a34089569f6fed7d56f80b2f4752ae35ab3131a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related VibeVoice PRs appear to target adjacent features, but they are not duplicates: one is the base VibeVoice implementation, the other adds VibeVoice Realtime and related tokenizer/auto-mapping updates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical representative because it is the original non-draft VibeVoice implementation with the broad core model/docs integration; PR 42781 is a later, draft extension for realtime functionality rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest single PR to anchor the cluster since it introduces the core VibeVoice support and has substantial review activity, while 42781 is an add-on feature built on top of that codepath.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share many VibeVoice files, but the scopes differ: 40546 implements core VibeVoice support, while 42781 adds realtime-specific behavior plus an acoustic tokenizer. This is related work, not the same concrete bug/change, and they would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "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": "5b9b771844f0817fdc9c2a73e6ee58c73d22d2be64cefb603e7b3fff4e123fba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate-based forecasting, the other adds DINOv3 image classification support. They do not look like 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": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different codepaths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are 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": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "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": "0d9b4e36da2d7114330838bc21e15943990b5af73340192c3e8afc90cf9004df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow-maintenance PRs with overlapping filenames, but they target different action upgrades and different compatibility goals; they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42976 is the broader umbrella change: it updates workflow actions across several files to newer releases, so it better represents the cluster\u2019s general theme than the more specific Node 24 compatibility PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 42976 is the best representative artifact for this cluster because its scope is wider and its title aligns with the shared maintenance category, even though it is not a duplicate of PR 42975.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Not the same underlying change. PR 42975 is about upgrading JS-based GitHub Actions for Node 24 compatibility (checkout/cache/upload-artifact), while PR 42976 updates a different set of actions, especially docker/build-push-action, to latest versions. 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "b600377d73e2d71b5b788a8ccd82c07fae5fbd6fea581c043c6b31671419cda6", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24621, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24621, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous model-addition PRs plus one infrastructure PR; the only true duplicate-looking pair is the Step 3.7 Flash work (46562 and 46658).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the better canonical representative: it is the more complete Step 3.7 Flash model addition, while 46658 is clearly a WIP conversion/scripting branch of the same model work.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best overall PR candidate in this set because it is the most mature version of the only duplicate pair and has the clearest end-to-end model integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); same broad documentation/AutoModel plumbing is incidental, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo2); shared auto/docs files do not indicate one concrete bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families (ViT NEPA vs CTSM); only broad registration/docs overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "ViT NEPA model addition vs distributed config infrastructure; unrelated changes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming but are distinct model additions with different files and implementation scope." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model integrations; overlap is only in generic registry/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Model addition vs distributed configuration feature; not the same code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions; shared framework wiring is too broad to merge as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model integration is unrelated to distributed config work." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are distinct models; shared auto-mapping/docs changes are not enough to treat them as duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model addition vs distributed config infrastructure; different underlying change." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both are Step 3.7 Flash implementation PRs, overlap on the same model package and auto-mapping, and 46658 appears to be a WIP variant of the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "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-43291-9", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579", + "pull_request:46719" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43498|pull_request:46719", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579", + "pull_request:46579|pull_request:46719", + "pull_request:43665|pull_request:46719" + ], + "prepared_review_unit_hash": "25a020015b20d3437e991fdec818080f9a44ffc78c81bec84990e7e65b7bf973", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26393, + "estimated_input_tokens": 6599, + "estimated_eval_tokens": 13454 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26393, + "estimated_input_tokens": 6599, + "estimated_eval_tokens": 13454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: Whisper decoding/tests, FP8 dequant/loading, generation validation, CI/workflow fixes, docs typos, and sparse-attention code changes. The soft links are mostly generic title similarity, not shared bugs or mergeable duplicate PRs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46579 is the most connected and broadest code-fix node in the cluster, so it is the best representative if one must be chosen, but the set is too mixed for a real duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs CLIP/ViT test stubs; different models and code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode batching vs FP8 dequant/loading logic; unrelated bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Both mention Whisper, but one fixes tokenizer decode behavior while the other changes generation validation and tests." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; no shared underlying change." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46719", + "accept": false, + "reason": "Tie-weights deprecation shim is unrelated to sparse-attention/minimax fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Injected test failures in CLIP/ViT are unrelated to Phimoe CI memory/workflow changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Fake test edits vs FP8 dequant fix; different artifact and bug domains." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Artificial test edits are not the same as generation/config validation changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test placeholder changes vs typo cleanup; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46719", + "accept": false, + "reason": "CLIP/ViT test stubs do not match sparse-attention/minimax code changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 kernel/loading fix vs Phimoe integration CI workaround; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 dequant/loading versus generation watermarking/Whisper validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 dequant fix is unrelated to code typo cleanup." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation edits are not the same as code typo fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation/Whisper validation bug vs Phimoe CI memory limit change; different problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation config/Whisper fix vs broad typo cleanup; no shared bug." + }, + { + "left": "pull_request:46579", + "right": "pull_request:46719", + "accept": false, + "reason": "Generic typo cleanup does not match sparse-attention/minimax functional changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "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": "a40b23d61396991fb5169c943458eb15c77ce54f49289c02a6bd76f7c61ca5e1", + "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 separate synthetic '[don't merge]' PRs, but they do not fix the same underlying problem: one touches packaging/setup and Vit test scaffolding, one rewires several CI/comment/reporting workflows, and one changes the PR security-gate workflow trigger. I don't see a true duplicate cluster here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the cluster because the three PRs target different code paths and workflows rather than one shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46747 is the best standalone representative only in the sense that it is the most self-contained and easiest to identify, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/version and dependency/test plumbing versus a security-gate workflow trigger change. Not the same bug or mergeable into one PR." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "One is package/version and test-dependency scaffolding; the other is multi-workflow CI/comment/reporting behavior. Same broad repo area, but not the same concrete change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch CI workflows, but they address different workflows and different behavior changes. They would not plausibly be merged as one PR for 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": 9, + "component_count": 36, + "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": "0e72e70b8ebe33045e69bc1f93b352efefb6a9a19c482532e5c438e719e45bc9", + "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": "Two similar-looking but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and docs updates, but target different tasks and different model integrations.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader and more integrated feature addition, covering more model backends and tests; if one PR must represent the cluster, this is the stronger canonical choice.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best representative for the cluster because it is the more complete pipeline feature with wider code coverage and more supporting tests/docs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Do not merge: these are different pipeline features with different underlying code paths and model targets. Similar docs/registry changes are incidental scaffolding, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "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": "df219239ea6895a0136ec553e48534ffcd7176fa1d0ab2815e4d7c879c794334", + "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": "Two unrelated Trainer extensibility PRs in the same file: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column filtering into an overrideable helper. They touch the same subsystem but fix different code paths and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete change: it modifies training loss scaling logic and adds a property to control GA normalization. PR #43663 is a separate refactor around column filtering, so it is not the canonical representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone candidate because it addresses an explicit behavioral change in the training step with a clear compatibility hook for custom trainers. PR #43663 is also valid, but it is a different extension point and not a duplicate of #43651.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They share trainer.py but implement different features: GA loss scaling vs. signature-column filtering. No same underlying bug/change or mergeable single fix is evident." + } + ] + }, + "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": 36, + "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": "397c29ca53499ba2107ae11b1280acefb733c0c93adc3f766c7bf6586a603397", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same CLI file address different annotation-related NameErrors, but they are not the same underlying fix: one is about future annotations / importing local model types, the other is about handling TypeAdapter when pydantic is absent.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the better representative because it has more discussion/review activity and fixes a broader annotation NameError path in the CLI.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the strongest standalone representative of the cluster due to higher activity and a more general type-annotation compatibility fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Different concrete bugs: #43656 fixes runtime NameErrors from unresolved local type annotations via __future__ annotations, while #43842 fixes a separate pydantic TypeAdapter annotation issue when pydantic is not installed. Shared file alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "90466998d9a7858fca0213f673ac7c18a6ce35703114d9fc9b02976e7c2a7f53", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad family of model-specific refactors to standardized output tracing/capture decorators, not one single duplicate bug. The only strong duplicate-like edges are within the same model code paths (GPT-J/CodeGen, GPT-Neo, and RegNet).", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical issue is present. If one PR must serve as the anchor, 44066 is the cleanest representative because it has an explicit issue link, touches the core GPT-J/CodeGen implementation, and clearly implements the standardized tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the best overall representative PR: it is explicit about the tracking issue, has the most complete core implementation in the GPT-J family, and best reflects the underlying output-tracing refactor theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (FNet/CVT vs GPT-J); same issue target and similar wording are not enough to make this the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different concrete model paths (FNet/CVT vs DeBERTa v2)." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target the GPT-J output-tracing code path; 44085 appears to be a narrower GPT-J variant of the same standardized tracing refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations (RegNet/ResNet-related vs EfficientNet); this is only a shared refactor theme, not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths despite similar output-tracing wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are different model-specific refactors, not one duplicate change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations; same tracking issue does not imply duplicate PRs." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen change different code paths, so they are not the same underlying fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors over the same modeling file and appear to be the same underlying change, with one being a broader/narrower variant." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model families; they only share the same refactor pattern." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models; similar decorator migration is not enough." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate concrete code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families and different refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model-specific refactors." + }, + { + "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:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are distinct model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44074", + "accept": false, + "reason": "GPT-2 and TextNet are different models and different changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it frames the cluster as a broad output-tracing refactor family, and the accepted soft-edge pairs are limited to same-file/same-family overlaps (GPT-J and GPT-Neo). The rejected pairs are also conservatively separated by model family. No overstatement is evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "da9992447faf5c1b30455908198d49021c938ad98c151ec54a9fe9fc70b806d5", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17127, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific PRs for standardized output tracing/capture refactors. They share the same theme but target different architectures and code paths, so they should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target (43979) and a clearer, more complete refactor scope than the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster: it is clearly about the same output-tracing migration, links to a tracking issue, and has enough detail to represent the refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-capture refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different layer hooks; not the same concrete fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet have similar refactor wording, but they are separate model code paths with distinct forward signatures and outputs." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both modernize output tracing, but MPNet and VisualBert are unrelated model-specific implementations; these are parallel refactors, not one duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but MPNet and TextNet are different models and the diffs indicate separate output-capture adaptations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated architectures; the PRs share a migration pattern but not a single underlying bug or mergeable patch." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both touch output handling, but they fix different model-specific forwards and cannot plausibly be combined 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": 14, + "component_count": 36, + "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": "77ef7f90144788d886634c54de7bd311d148d119b629e541c0fc201fd7d95525", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of separate model-specific output-tracing refactors, not duplicate fixes. PR 44003 is the best representative because it is the broadest and most central to the shared tracing/capture plumbing, but the pairwise soft edges should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative in the set: it spans two model files and introduces shared output-capturing plumbing, so it best represents the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest cluster representative because it is the most substantial output-tracing refactor and touches the shared capture path across multiple model implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor style, but not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations; this is only a thematic similarity." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and runtime paths; both mention tracing, but they are not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different backbones and model stacks; one is a timm backbone refactor, the other is mamba/falcon-mamba tracing plumbing." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths and purposes; no shared concrete bug or mergeable duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; shared output-tracing wording is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and model code paths; these are parallel refactors, not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; same pattern, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 vs vision-encoder-decoder wrapper; unrelated code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and speech-encoder-decoder are different implementations; no duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; only the refactor style matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and concrete paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architecture families; this is not a single mergeable fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths; same tracing refactor theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model paths; no shared concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and target files; these are not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are separate implementations; same theme, different code path." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated changes; no single underlying bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks and files; not the same fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon-Mamba/Mamba tracing changes and SuperPoint refactor are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba vs CodeGen are different model implementations; not one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model paths; only the refactor motif overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share the same concrete bug or mergeable change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate model paths; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated changes; same theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and vision-encoder-decoder are different model code paths; analogous refactors, not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything vs speech-encoder-decoder are separate implementations; no shared concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated model paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are different model families; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated code paths; same refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "These are both encoder-decoder wrappers, but vision and speech are distinct code paths and not the same duplicate change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision-encoder-decoder and SuperPoint are unrelated models; not a duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and files; this is only a broad similarity." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision-encoder-decoder and DPR do not share the same concrete bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech-encoder-decoder and SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech-encoder-decoder and RWKV are different model implementations; not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech-encoder-decoder and DPR are separate changes; same refactor motif only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV target different code paths and cannot be treated as one duplicate fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated models; no shared underlying bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model families; this is not one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "22cc880a9070c3ffd0f71b73f729d5314ca0e4cf95549499ab1ecd0d9b818184", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs, not duplicates: one adds PenguinVL and the other adds Voxtral TTS. They overlap only on shared Transformers scaffolding and docs registration.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs implement different models with different configs, weights, and test coverage, so they should not be clustered as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the stronger standalone representative because it has an explicit tracking issue and a focused Voxtral TTS implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: PenguinVL vs Voxtral TTS. Shared auto-registry/docs files are just common model-onboarding boilerplate, not the same bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "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": "a146c4dcb6f937997559d0157d58204f39b2c56a1b2b4b92ffb08a9a7d2bde83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about fusion, but they target different layers: #44979 introduces a new Module Fusion API and internal abstraction, while #45363 adds n-to-1 kernel fusion wiring through KernelConfig and related integration points. They are related, but not the same change set or concrete bug fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing implementation of fusion behavior and touches the runtime integration paths directly, making it the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 best represents the cluster because it implements an end-to-end fusion flow via KernelConfig, with explicit model/integration changes and an example, whereas #44979 is more of an underlying API scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but #44979 defines a Module Fusion API while #45363 implements kernel fusion via KernelConfig; they are different abstractions and not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "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": "3a5d8375e5c61d76ea4e5252c83f9786bba0065e3be7dfe36e7982f72442e8e4", + "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 pre-tokenizer AttributeError in the same code path, with 45317 appearing to be the more complete version because it adds tests. They are suitable as duplicates/variants of one change.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifact is included in this cluster; both PRs explicitly target issue #45081.", + "canonical_pr_reason": "PR 45317 is the stronger canonical choice because it contains the same core fix as 45086 plus test coverage, making it the more complete merge candidate.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative because it fixes the same bug, is the more complete patch, and includes validation in tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in tokenization_utils_tokenizers.py; 45317 is essentially the patched-and-tested version of 45086, so they can 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": 18, + "component_count": 36, + "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": "3e01d9b6b7233c69be33744a024e08ccac7c5d8b1c3a0744cb8ba3e755dd0289", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to NemotronH model support, but they target different changes: one is a structural refactor/conversion-mapping update, the other is a broader model split and documentation/test update for NemotronH dense/sparse variants. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative because it is the broader, more complete implementation effort: it adds the new dense/sparse model packages, auto-mapping updates, docs, and tests. PR #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 best captures the main user-facing change in the cluster. PR #45115 is still distinct and more of an internal refactor, so it is less suitable as the canonical PR for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH, but they are not the same concrete change: #45115 refactors NemotronH to inherit GraniteMoeHybrid and updates checkpoint conversion mapping, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. These could coexist, not be merged as duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "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": "11c9b9a723aba4f367f994264379ef122a9ac2c9d0c9f3f54fdebd8e9a7a1d0e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct PRs: one adds heterogeneous configuration plumbing, while the other adds broader heterogeneous model/runtime support that builds on that config work. They share some core files, but they are not the same code change and should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45333 is the narrower foundational config change and is the cleaner canonical representative for the shared heterogeneity configuration work; PR #45332 is a wider follow-on that adds model/cache/masking integration beyond config handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 best represents the core per-layer configuration feature because its scope is focused and self-contained. PR #45332 is broader and more invasive, so it is not the best single canonical for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They overlap on heterogeneity plumbing, but they do not fix the same concrete problem: #45333 adds per-layer config support, while #45332 extends runtime/model behavior across cache, masking, and modeling. Shared files alone are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "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": "8f2be856d94a895ad3a7b8bc974110734cf87580c8960adc00c84deba28d5fb7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5511, + "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 both typing-related PRs, but they are not duplicates: one is a broad type-checking sweep, the other is a narrower typing-helper update around modeling_utils/peft. They should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better representative because it is a more coherent, narrower typing change centered on shared protocol/type aliases, while 45415 is a much broader repo-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best fit for the cluster since it has a focused scope and a clearer concrete typing-change theme; 45415 is too sprawling to serve as the main duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They both touch typing, but they do not appear to fix the same underlying change or bug. 45415 is a broad type-checking sweep across many modules, while 45425 adds specific typing abstractions and modeling_utils-related adjustments. Shared files alone are not enough to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "1687a4bdf75740c755243bef9a0e2b9f170459bb84ab528178a20e669e894723", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests address cache-aware multi-token forward paths, but in different model families and with different concrete fixes. They look thematically similar, not like duplicates of the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the cleaner anchor: it has an explicit issue target (#46032), a narrow fix, and a clear single-model bug description about `use_cache` when `seq_len > 1` in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the best representative of the cluster because it is the most self-contained and explicitly tied to a tracked bug, while PR 45513 spans multiple Qwen/Olmo variants and a broader linear-attention cache handling change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both mention cached multi-token forward paths, but PR 45513 fixes GDN/linear-attention continuation logic across Qwen/Olmo models, while PR 46084 fixes Mamba2 `use_cache` behavior for `seq_len > 1`. Different architectures and different code paths, so not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "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": "a9775108faf23d37455ea73be07d85bc3ab990152e8b8d7ffa4328bc8850bd2a", + "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": "Two open PRs in the same expert-parallelism area, but they address different concrete bugs: one is about preserving/using distributed_config during loading with Accelerate + ZeRO-3, the other is about preventing rank-0 broadcast from overwriting expert weights under FSDP2/DTensor. Related subsystem, not a duplicate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative because it spans the actual loading/dispatch path where the overwrite happens and includes the more concrete fix for expert tensors under distributed wrapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone fix in this cluster: it targets a specific overwrite bug in distributed model loading and has the clearest code-path-level remedy.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but 45548 fixes config serialization and EP detection for Accelerate/DeepSpeed ZeRO-3 loading, while 45662 fixes a different FSDP2/DTensor issue where experts are overwritten by rank-0 broadcast. Different 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": 23, + "component_count": 36, + "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": "5cac20a0131f67dd9308aff804ea99e62c32e226436463415c3814103e0b205e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision problem for captured_info debug artifacts in testing_utils; 45645 is the more complete fix because it also updates CI to consume multiple worker-specific log files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe logging fix in `src/transformers/testing_utils.py` plus the CI workflow change needed to preserve and aggregate the resulting per-worker `captured_info*.txt` artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the concrete artifact-collision path and also keeps CI debug output intact. PR 45639 appears to be a narrower subset of the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same concrete bug: xdist-safe `captured_info` logging. They share the same testing_utils/test changes and issue target, and 45645 extends the same fix with workflow handling for the new per-worker files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "6c06e95209a0ce8c45605dedc9d7037f65bee7912038b4f34c54ff4d4f8febd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated linter/chore PRs: one adds TRF003 support for returning tuples in multiple model forward methods, while the other adds TRF018 modeling-rule cleanup for weight initialization across many models. They overlap in some filenames only because both touch broad model code, not because they fix the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the better canonical PR for the cluster only because it is more narrowly defined and its diff preview shows a concrete, consistent change pattern (adding @can_return_tuple / return_dict handling) across model forwards.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best representative of the group, but not because it duplicates PR 46259; it is simply the cleaner, more specific example of a single lint-rule implementation. PR 46259 is a separate rule and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different code-path concerns: TRF003 changes forward return behavior, while TRF018 changes weight initialization logic. Shared model files are incidental and do not indicate 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": 25, + "component_count": 36, + "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": 26, + "component_count": 36, + "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": "c132b2f0baeec9e1eedec45ada995122b665295f6a0697f2292903e5bd6af09e", + "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 pull requests are not duplicates: one is a mixed PR about CI telemetry secrets plus model/config updates, while the other is a focused test-migration PR. They touch different change intents and should not be merged as the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR pair here; if one PR must be treated as the cluster representative, PR #46100 is the more coherent single-purpose change set, while PR #45932 mixes unrelated workflow and model edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the better representative because it is a focused migration of kernel/model tests, whereas PR #45932 spans CI workflow secrets and several model files without a single clear change theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying work: #45932 is a mixed CI/telemetry plus model-update PR, while #46100 is a dedicated test-migration PR. They do not appear to fix the same concrete code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "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": "8feba39bd6cd7a0a86ff2eed8dc375c900dfd05b67622c4edb587ef90f642c33", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap on distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch-base PR with many unrelated edits. The soft match should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, self-contained feature PR; #46269 is a large umbrella branch-base change touching many unrelated files, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the better representative of the cluster because it targets one concrete EP/Trainer integration path, whereas #46269 is too broad to serve as a clean canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They share some distributed filenames, but the diffs indicate different scopes and likely different underlying work. #46126 is a targeted EP + Trainer integration; #46269 is a sweeping distributed branch-base PR, not a single same-code-path fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "a790441e88ffa46c8c746bd967c6bce1aae3969d29644d813af758e4cb397e74", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set is mostly a bundle of unrelated workflow-maintenance PRs. Even where the same workflow file is touched, the changes are different security/permissions/comment tweaks rather than the same concrete fix, so I would not collapse them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46554 is the most substantive representative PR in the cluster: it makes the main functional security-gate change, while the other PRs are separate workflow hardening or comment-only tweaks.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 is the best overall representative because it changes behavior in a meaningful way and is the clearest anchor among the similar-looking workflow PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin piping for PR-comment handling vs security-gate logic in a separate file." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad theme of workflow hardening, but they fix different paths and files; not the same bug/change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes comment input handling; the other only adds explanatory comments to a security-gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow changes: PR comment handling vs secrets handling in the PR CI security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-safety tweaks, but they apply to different workflows and different inputs; not one concrete fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and purposes: SSH runner hardening vs benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Same general CI area, but distinct workflows and distinct permission changes; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner security tweaks are unrelated to assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are security-flavored workflow edits, but they address different workflows and different failure modes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner hardening and PR CI gate permissions are separate changes with no shared code-path fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior changes; only a broad CI-label similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Permissions in anti-slop vs checkout ref in assign-reviewers are unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different command/input handling concerns." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch CI/security concerns, but they are distinct workflows and distinct fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref and benchmark trigger logic do not fix the same problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow behavior changes in different files; not mergeable as one bug fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Separate workflow concerns: reviewer assignment checkout vs PR CI security gating." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger conditions and build-ci-docker-images shell quoting are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared code-path problem; benchmark scheduling vs PR CI security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are small workflow fixes, but one is commit-message parsing and the other is PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-script quoting change and PR CI permission changes are different fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different security changes: one adds gate checks, the other adjusts permissions/conditional flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Actual gate logic vs added reviewer comments; the latter does not change the same bug or code path." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are about PR CI security, but one adds checks while the other removes inherited secrets; not the same change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/flow control vs documentation comments in the same workflow file." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security tweaks in the same workflow file; not the same concrete fix." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only review note vs secrets handling; no shared bug/change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Commit-message quoting fix and security-gate comments are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different concerns: shell quoting vs secrets inheritance." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "816e73a4205d026c01730c0bd3de0701f58d6999c43bda39fef8217c3b974cd5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs aim to avoid brittle source-file reading with open(), but they fix different code paths in different modules: one in import_utils and one in modeling_utils. They are related by implementation style, not by the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "46207 is the cleaner representative of the cluster: it addresses a specific source-reading check in _can_set_attn_implementation and includes tests, while staying narrowly scoped.", + "best_issue_reason": null, + "best_pr_reason": "46207 is the stronger standalone PR: the behavior change is explicit, localized, and well-validated by tests; 46152 is a separate utility refactor in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Reject: these touch different modules and different source-reading logic. They share the broad goal of avoiding open() on source files, but they are not the same concrete bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "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-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "8997426ad5f14dc9f04ee8ccafc553c10aae06bd49ef57e2e5ebf458e73d8911", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests add SDPA dispatch support, but they target different model families and code paths: T5 versus wav2vec2/audio models. They are related in theme, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the better representative because it is the broader, more mature SDPA-dispatch change across multiple audio models and files.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest standalone PR in the cluster: larger scope, more affected files, and clearer implementation coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Same high-level feature, but different model families and distinct attention code paths; 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": 31, + "component_count": 36, + "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-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "bf86731e2f0876350023b1294523ec059221de6758f948c8faa3e4ffcb340319", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug: the right window used a strict `<` instead of `<=`. PR 46546 is the more complete change, also adding tests and a related Gemma4 boundary fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming fix as 46310, plus test coverage and an additional related model boundary correction.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the most complete and likely superseding version of the Moonshine boundary fix; 46310 is the narrower earlier patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete Moonshine streaming bug and same line-level boundary fix in the sliding-window mask; 46546 is an expanded version of 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": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "334b193d6a522b2587b874eb224dce4622c838669bc0486ad7cf0d4c32e0951b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, and the other adds a HunYuan VL model implementation, docs, and tests. They do not appear to fix the same concrete code path and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR #46376 is core continuous-batching infrastructure work, while PR #46417 is a model-specific addition with documentation and tests; they address different features and code paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other, so there is no single best PR for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different changesets: #46376 modifies continuous batching for multimodal support, while #46417 adds HunYuan VL model files, docs, and tests. They target different subsystems and are not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "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": "c125afcc628be39892f99721cb752fe844371fab64e56fb90fb85612af52b1a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both tokenizer-related, but they fix different problems: one corrects CodeLlama decode behavior so real leading spaces are preserved, while the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoint-to-tokenizer class resolution. They are not duplicates and should not be merged together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: CodeLlama decoder whitespace stripping vs DeepSeek auto-tokenizer class selection for specific checkpoints. No plausible single PR could cover both without becoming 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": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "e0c0b777b1b6367575b3491132c8cf257860bbf006a26b96e7358d4f11cc362b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mistral PRs share a package area but implement different changes: one moves MistralConverter into the integrations package, the other adds tekken tokenizer detection/conversion/save support. They are related, but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the better representative of the Mistral tokenizer work because it is the broader feature PR, whereas 46603 is mainly a refactor/move of existing converter code.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the most representative artifact in the cluster: it introduces the main user-visible tokenizer functionality and is more substantive than the packaging-only move in 46603.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying changes: 46603 relocates MistralConverter into the integrations package, while 46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files/subsystem 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": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46743", + "pull_request:46748" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46748", + "pull_request:46743|pull_request:46748" + ], + "prepared_review_unit_hash": "36a59ddf231f2844a45211bbd381767aa5bad31d2b1edb559a9f852ef73bced3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6684, + "estimated_input_tokens": 1671, + "estimated_eval_tokens": 3598 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6684, + "estimated_input_tokens": 1671, + "estimated_eval_tokens": 3598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests address different bugs in different code paths: Mamba2 mixer chunked-prefill/speculative decoding, CPU fallback for `grouped_mm`, and offloaded cache prefetching on hybrid models. They are thematically similar only at a very broad infrastructure level, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46748 is the best cluster representative: it has the clearest self-contained bug fix, concrete cache/offload code changes, and added test coverage. The other PRs are narrower and target unrelated subsystems.", + "best_issue_reason": null, + "best_pr_reason": "PR #46748 is the strongest standalone PR in this set because it fixes a specific runtime mismatch bug in `cache_utils.py` with accompanying tests, making it the cleanest representative change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46748", + "accept": false, + "reason": "Different bugs and code paths: #46741 fixes Mamba2 mixer handling for chunked-prefill/speculative decoding in specific model implementations, while #46748 fixes cache prefetch/offload device mismatch in shared cache utilities. They would not plausibly be merged as one PR." + }, + { + "left": "pull_request:46743", + "right": "pull_request:46748", + "accept": false, + "reason": "#46743 is a CPU `grouped_mm` fallback change in `moe.py`; #46748 is an offloaded cache prefetch fix in `cache_utils.py`. They touch unrelated mechanisms and are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/manifest.json b/snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3154347ca0dd8c8e640cbbf0d80def7611d097f5 --- /dev/null +++ b/snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260618t180024z", + "artifacts": { + "hybrid": "snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-18T18:07:40Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260618T180024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260618T180024Z/manifest.json b/snapshots/20260618T180024Z/manifest.json index b7b60b05f4810ea86e4773bea1c0fe8a968aacd9..1edafbf1563520431297a510e59bbba3ded1bd1f 100644 --- a/snapshots/20260618T180024Z/manifest.json +++ b/snapshots/20260618T180024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 2516 }, "extracted_at": "2026-06-18T18:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260618t180024z", + "runs": { + "hybrid-model-20260618t180024z": { + "analysis_id": "hybrid-model-20260618t180024z", + "artifacts": { + "hybrid": "snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260618T180024Z/analysis-runs/hybrid-model-20260618t180024z/manifest.json", + "model": null, + "published_at": "2026-06-18T18:07:40Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260618T180024Z", "watermark": {