diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index aacc74b5a50a84001857bf0a6fe4a0e2f79e6225..154aed37e71b0a5b81efa4a94bcab8b97c60ce3e 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": "20260622T000017Z", - "generated_at": "2026-06-22T00:04:29Z", + "snapshot_id": "20260622T060015Z", + "generated_at": "2026-06-22T06:06:55Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1819,6 +1819,127 @@ } ] }, + { + "cluster_id": "cluster-45698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45698.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 45698, + "canonical_pr_number": 45729, + "issue_numbers": [ + 45698 + ], + "pr_numbers": [ + 45729, + 46800 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 45729, + "right_pr_number": 46800, + "code_similarity": 0.188, + "size_similarity": 0.381, + "file_overlap": 0.222, + "area_overlap": 0.111, + "patch_similarity": 0.044, + "shared_filenames": [ + "src/transformers/models/auto/auto_factory.py", + "src/transformers/models/auto/configuration_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_factory.py", + "left_ranges": [ + [ + 24, + 33 + ], + [ + 39, + 49 + ], + [ + 213, + 219 + ], + [ + 226, + 236 + ], + [ + 273, + 286 + ], + [ + 325, + 333 + ], + [ + 361, + 367 + ], + [ + 398, + 408 + ], + [ + 413, + 423 + ], + [ + 432, + 442 + ], + [ + 509, + 516 + ], + [ + 603, + 611 + ] + ], + "right_ranges": [ + [ + 207, + 217 + ], + [ + 360, + 370 + ] + ] + }, + { + "filename": "src/transformers/models/auto/configuration_auto.py", + "left_ranges": [ + [ + 21, + 30 + ], + [ + 332, + 341 + ], + [ + 377, + 416 + ] + ], + "right_ranges": [ + [ + 376, + 385 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -2974,6 +3095,15 @@ "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-45698-3", + "canonical_pr_number": 45729, + "duplicate_pr_numbers": [ + 46800 + ], + "target_issue_number": 45698, + "reason": "PRs in cluster-45698-3 are treated as duplicates because they converge on issue #45698 with closing_reference evidence." + }, { "cluster_id": "cluster-45987-3", "canonical_pr_number": 46173, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index c7f9d0d45f65e575c62bb384d200a4cf58af9529..5a55196dcb6b1a676aa9fa800a897371abc92eb6 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": "20260622T000017Z", - "generated_at": "2026-06-22T00:04:29Z", + "snapshot_id": "20260622T060015Z", + "generated_at": "2026-06-22T06:06:55Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -919,8 +919,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -1007,7 +1007,7 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "f9d17105e6d8c91559a980b33515f91b9a5f9fcb7babe2ce7e7bfe4413232ce1", + "prepared_review_unit_hash": "f7ca557269847b15fa8de8cfd425cd2bc7bd4c9138fac5d72c61c93060c84441", "component_budget": { "node_count": 484, "item_count": 484, @@ -1029,210 +1029,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated, model-specific regressions or API issues. The only strong duplicate-looking pair is the Qwen video-input regression (44479/46294); the rest are too semantically different to merge as duplicates.", - "confidence": 0.62, - "canonical_issue_reason": "issue:44479 is the broader, earlier report of the Qwen video-input regression and covers multiple affected models; issue:46294 reads like a narrower instance of the same feature mismatch.", + "summary": "This cluster is mostly heterogeneous and not a duplicate set. The only plausible soft duplicate is the Qwen3.5 video-input regression pair; the rest differ by model family, code path, or symptom.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44479 is the broader, earlier report of the Qwen video-input regression and best matches the only credible duplicate pair in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best cluster representative because it describes the widest blast radius and the clearest concrete regression.", + "best_issue_reason": "44479 is the strongest issue candidate because it captures the broader video-input regression affecting multiple Qwen variants, while the other issues are mostly unrelated one-offs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both involve v5-era model regressions, but one is int4 quantization OOM and the other is tied-weights behavior in translation models; different bugs." + "reason": "Both are v5 regressions, but one is int4/OOM and the other is tied-weights behavior; different bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention IndexError-like failures, but the first is a mask/tensor shape mismatch and the second is a TRL SFT embedding unpacking failure; not the same code path." + "reason": "Both mention shape-related failures, but one is a mask/tensor indexing error and the other is an SFT-trainer embedding unpacking issue." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing error vs GPT-OSS tensor-parallel support issue; different models and failure mechanisms." + "reason": "Different MoE problems: torch dynamo grouped_mm tracing vs tensor-parallel behavior for GPT-OSS." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "One is an autocast dtype mismatch, the other is a chat/completions streaming failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support for gpt-oss and Qwen3.5 streaming inference are different problems." + "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming inference." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights unexpected argument error and a pydantic PretrainedConfig field regression are separate compatibility issues." + "reason": "Init_empty_weights constructor breakage is unrelated to the pydantic PretrainedConfig field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic model-field breakage do not share the same bug." + "reason": "Sliding-window behavior in Qwen3-MoE is a different bug from config-field serialization." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime errors in different code paths." + "reason": "Grouped_mm tracing failure is unrelated to the float8 storage lookup error." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is a different modality and failure mode from Qwen3.5 video token/feature mismatch." + "reason": "Both are multimodal dtype/mismatch reports, but one is image-preprocessor dtype and the other is video token/feature alignment." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are related only at a high level, not the same underlying bug." + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but one is a mask-shape mismatch while the other is a zero3/BertModel initialization issue." + "reason": "Different indexing failures in different contexts; no shared underlying bug is evident." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both report the same Qwen video-input regression: video features and video tokens get out of sync, causing failure in chat template/inference." + "reason": "Same underlying Qwen3.5 video-input regression: video features/tokens mismatch in the apply_chat_template path." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 embedding quality regression and a nonsensical pipeline output report are too broad and not clearly the same defect." + "reason": "Both concern embedding quality, but they target different SigLIP generations and different failure modes." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config from_config handling and uninitialized-memory in rotary embedding are distinct issues." + "reason": "Composite config unwrapping and meta-to-empty rotary embedding initialization are separate code paths." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + "reason": "Flash Attention 2 and remote-code config_class errors are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch and TRL SFT trainer unpacking failure are different errors." + "reason": "Image-preprocessor dtype mismatch is not the same as Qwen3.5 input-embedding unpacking in TRL." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight constraint error is unrelated to Qwen3.5 embedding unpacking in TRL." + "reason": "FSDP 2-D weight error and Qwen embedding unpacking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model-specific reports." + "reason": "Perplexity anomaly on gpt-oss and a GLM5 issue do not share the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn fallback gating." + "reason": "Notebook custom-model init problems are unrelated to FlashAttention fallback gating." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote_code/custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not clearly one bug." + "reason": "Both involve trust_remote_code/custom modules, but one is cache-path collision and the other is wrong module reload after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied lm_head weights and translation-model tied-weight issues are different model families and code paths." + "reason": "Both mention tied weights, but they affect different model classes and symptoms; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and flash-attn fallback blocking are unrelated." + "reason": "Fine-grained FP8 config failure is unrelated to flash-attn fallback behavior." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are not the same underlying defect." + "reason": "PagedAttentionCache linear_attention crash is a different subsystem from tied-weights handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading memory behavior and tied-weight translation regressions are distinct." + "reason": "Quantization offloading/memory behavior is not the same as tied-weight translation-model issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion and docs mentioning removed run command are unrelated." + "reason": "A DSA indexer discussion is unrelated to a removed docs command." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure and translation-model tied weights are separate bugs." + "reason": "NemotronH checkpoint loading failure is not a tied-weights regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and stale docs about a removed command are documentation issues, not the same change." + "reason": "A typo in cache strategies is unrelated to stale docs mentioning a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding/trainer failure and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Generic XOR validation messaging across models is not the same as T5 decoder-input validation." + "reason": "These are both validation/error-message issues, but for different model families and different checks." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and the reports do not clearly point to one shared code path." + "reason": "Different tokenizer regressions on different model families; not one underlying defect." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization regression and Qwen-3-8B-NVFP4 runtime failure are unrelated." + "reason": "DeepSeek-Coder detokenization and init_empty_weights constructor errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are different model-specific failures." + "reason": "Unexpected init argument handling is unrelated to GraniteMoEHybrid method dispatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls stay conservative. The 44479/46294 duplicate-looking pair is supported by the titles and chronology, with 44479 clearly the broader earlier report. No PR-mergeability issue applies here since these are issues, not pull requests." + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly cross-family or cross-subsystem mismatches, and the single accepted edge, issue:44479 \u2194 issue:46294, is a conservative same-bug call based on the shared Qwen3.5 video-input regression. No overreach stands out in the remaining rejections." }, "evaluator_used": true, "retried": false, @@ -2222,8 +2222,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -2307,7 +2307,7 @@ "issue:45663|issue:45859", "issue:44387|issue:44756" ], - "prepared_review_unit_hash": "d7022c032ffbe30c585eb07d21ef3757727e14195988396e64e687665e66e4f2", + "prepared_review_unit_hash": "86d4285278a117aa27f203ac750b82441dddd11afe6144c4005d20e0d54fb1d3", "component_budget": { "node_count": 484, "item_count": 484, @@ -2329,198 +2329,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-specific Transformer regressions. The only clear duplicate-style pairs are the resize_token_embeddings propagation bug and the untied lm_head bug in multimodal generation models.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45292 is the best umbrella representative: it states the resize_token_embeddings bug in the most general form, making it a better canonical anchor than the model-specific variants.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the most reusable issue to keep open as canonical because it is concise, generic, and subsumes the more specific resize_token_embeddings reports.", - "best_pr_reason": null, + "summary": "This cluster is mostly a similarity-heavy mix of unrelated Transformers bug reports. I only see two true duplicate-like pairs: resize_token_embeddings propagation across model variants, and missing lm_head weight tying in multimodal generation models. The rest should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "There is no single canonical issue for the whole cluster: the items span distinct regressions in tokenization, loading, training, quantization, and model-specific generation behavior.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:45276 is the cleanest representative of a real duplicate pair (with issue:45335) and describes the broader embedding-update failure more explicitly.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures; one is GraniteMoEHybrid invalid method calls, the other is a Nemotron example breakage." + "reason": "Both are about model bugs, but the model families and failure modes differ completely; no shared code-path is evident." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is ZeRO-3 loading of language_model weights and the other is save_pretrained writing wrong visual encoder keys." + "reason": "Different regressions: DeepSpeed ZeRO-3 loading of language_model weights vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Unrelated Transformers 5 regressions: junk-filled non-persistent buffers versus Jupyter custom model initialization." + "reason": "Unrelated Transformers 5 regressions: non-persistent buffers junk vs Jupyter custom-model initialization failure." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but they involve different models and different failure modes." + "reason": "Both involve tokenizer/model loading failures, but the affected models and the reported symptoms are not the same concrete bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different memory/offload problems; Qwen3 MoE training memory use is not the same as quantization offloading behavior." + "reason": "Different problems: Qwen3 MoE training memory usage vs offloading failing under quantization." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is training-time inefficiency and the other is int4 quantization reserved-memory OOM." + "reason": "Both mention memory, but one is MoE training memory and the other is int4 reserved-memory/OOM; not the same bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same family, but one is a docs example with multiple errors and the other is wrong inference results in AutoModel/pipeline." + "reason": "Both mention SigLIP2, but one is a docs example/model-processor mismatch and the other is bad outputs with AutoModel/pipeline." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different bugs: qwen3_moe LoRA compatibility across branches versus resize_token_embeddings not updating outputs." + "reason": "LoRA/qwen3_moe compatibility and resize_token_embeddings behavior are unrelated issues." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and code paths; one is Qwen3 MoE weight conversion with accelerate/deepspeed, the other is GLM-4.7-Flash loading in tests." + "reason": "Different Qwen3-related failures: MoE weight conversion under accelerate+deepspeed vs GLM-4.7 loading in tests." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume step calculation is unrelated to SGD optimizer arguments being ignored." + "reason": "Trainer resume/max_steps logic is unrelated to SGD optimizer arguments being ignored." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different load failures affecting different models; no shared underlying bug is evident." + "reason": "Different load failures for different models and causes; no shared bug path." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE LoRA branch compatibility is unrelated to Qwen3-VL weight shape mismatch." + "reason": "LoRA checkpoint compatibility and Qwen3-VL weight-shape mismatch are different problems." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and different save/load failures." + "reason": "GLM5 model-loading issue vs quantized-sinq save/load breakage; not the same change." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both are loading/saving related, but one is extra_state handling and the other is init_empty_weights argument plumbing." + "reason": "Both touch model loading/saving, but extra_state handling and _is_hf_initialized argument handling are separate failures." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors." + "reason": "Different tokenizer regressions affecting different model families and different failure mechanisms." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Unrelated crashes: Qwen3.5 chat failure versus Gemma4Processor missing _tokenizer." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated runtime errors." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug: secondary embedding/output layers are not updated, just in different composite model variants." + "reason": "Same underlying resize_token_embeddings propagation bug: both report downstream embeddings not being updated in composite model classes." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash_attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None attribute error." + "reason": "Both involve flash attention, but one is packed-sequence/position_ids misinterpretation and the other is an s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Related tokenizer-loading complaints, but the reported models and symptoms are different enough to treat as separate issues." + "reason": "Both are tokenizer/vocab-related loading reports, but they do not describe the same concrete defect." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same as meta-device loading breakage." + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are different compatibility issues." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/memory, but one is offloading behavior and the other is increased reserved CUDA memory under int4." + "reason": "Quantization offloading behavior and int4 reserved-memory OOM are not the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different model/documentation problems." + "reason": "SigLIP2 example errors and GLM5 loading issues have no shared code-path." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing/PEFT LoRA and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems and failures; device-mapping CUDA assert is not an AudioFlamingo3 batch inference leak." + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference leakage are different failures." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different bugs in different composite-model code paths; no single fix would plausibly cover both." + "reason": "Gemma4 FSDP2 shared_kv_states error and Qwen multimodal text_config unwrapping are separate model-integration bugs." }, { "left": "issue:43404", "right": "issue:43454", "accept": true, - "reason": "Same bug pattern: lm_head weights are not tied, causing bad generation in closely related multimodal/generative model classes." + "reason": "Both report missing lm_head weight tying in multimodal generation models, leading to incorrect generation; a shared fix path is plausible." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Meta-init loading TypeError is unrelated to mmap causing OOM." + "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + "reason": "GenerationMixin import failure and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3-related model code, but the FSDP2 shared_kv_states bug is different from CPU-offload incompatibility in rotary embeddings." + "reason": "Different Qwen/Gemma integration problems: FSDP2 shared_kv_states vs CPU offload incompatibility in rotary embedding." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM is not the same as mmap OOM on Strix Halo." + "reason": "Quantization memory OOM and mmap OOM are different resource-management issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is conservative and stays close to the packet. The two accepted pairs are the only ones that clearly read as the same underlying bug pattern, and the rejections do not overreach beyond the evidence. Minor wording note: issue:45292 is a good canonical reference, but it is closed in the packet, so \"keep open\" is a bit imprecise; that does not materially affect the clustering judgment." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The two accepted pairs are plausibly the same bug class from the titles alone, and the rest of the rejections avoid overclaiming duplicate status." }, "evaluator_used": true, "retried": false, @@ -2536,8 +2536,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -2626,7 +2626,7 @@ "issue:44479|issue:44805", "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "611fe7f745854538a3063f177a8c665fad0d4a999c1081eb2d6b14be45a6e45a", + "prepared_review_unit_hash": "771de768f53a50cd9a82dc2f5aee6c97d4252bcabf34acfbcdebc89088689639", "component_budget": { "node_count": 484, "item_count": 484, @@ -2648,222 +2648,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions across tokenizers, model loading, quantization, checkpointing, and device/dtype issues. The only clear duplicate-like subgroup is the `resize_token_embeddings` / `output_embeddings` regression spanning three issues; the rest are too different to merge safely.", - "confidence": 0.84, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the closest true duplicate set is the `resize_token_embeddings` / `output_embeddings` regression, where issue 45292 is the broadest formulation and best anchor for that mini-cluster.", + "summary": "This cluster is mostly a loose set of Transformer regression issues spanning tokenizer behavior, custom model save/load, quantization, and model-specific forward bugs. The only clear duplicate-like pairs are the resize_token_embeddings reports around output embeddings; the rest are related only at a broad subsystem level, not the same concrete defect.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45698 is the strongest overall anchor: it is open, has the most activity/references, and sits in the custom model save/load regression area that appears repeatedly in this cluster. That said, the cluster is heterogeneous, so it is more of a representative issue than a true single canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative of the only near-duplicate family in the set: it states the core `resize_token_embeddings` \u2192 `output_embeddings` failure concisely, while 45276 and 45335 read as model-specific variants of the same bug.", + "best_issue_reason": "Issue 45698 is the best global issue candidate because it is active, well-discussed, and addresses a broadly impactful regression in custom module loading after save_pretrained.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading failures, but they affect different models and likely different code paths (`NVFP4` vs `MXFP4` fallback)." + "reason": "Both mention model-loading/quantization failures, but they are different models and different quantization paths (NVFP4 vs MXFP4 fallback). Too broad to treat as the same bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "One is a `torch.device(\"meta\")` model-loading regression; the other is an Strix Halo mmap/OOM workaround. Same broad area, not the same bug." + "reason": "One is meta-device loading regressions; the other is mmap/OOM on Strix Halo. Same general area of loading, but not the same failure mode or code path." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo track-leak bug and Gemma4 device mismatch are unrelated failures in different models/subsystems." + "reason": "Different model families and different bugs: embedding/token leakage in batched audio inference vs Gemma4 device mismatch. Not mergeable as one fix." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a LoRA inefficacy report and the other is an eval-mode restriction; different problems." + "reason": "Both involve gradient checkpointing, but one is a PEFT/LoRA effectiveness issue and the other is eval-mode incompatibility. Different conditions and fixes." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different models and different failures: sparse-layer construction vs FSDP2 `shared_kv_states` rebuilding." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared_kv_states are unrelated code paths." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is an example script regression; not the same underlying bug." + "reason": "NemotronH checkpoint loading and an example script breakage are related only by model family, not the same concrete bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same core bug: `resize_token_embeddings` does not update output embeddings; 45276 just adds the Gemma4-specific `embed_tokens_per_layer` symptom." + "reason": "Both report resize_token_embeddings failing to update output-side embeddings. The Gemma4-specific report and the generic report look like the same underlying bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "Unrelated: MPS histogram support error vs broken Nemotron example." + "reason": "MPS histogram support in moe code is unrelated to the Nemotron example failure." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression in Qwen VL models vs strict-config loading issue for Granite speech are different bugs." + "reason": "Video-input regression and strict-config loading failure are different issues despite both touching newer model configs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load failure and Strix Halo mmap OOM are unrelated." + "reason": "save/from_pretrained extra_state handling and mmap OOM on Strix Halo are separate defects." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from SDPA fallback are different failure modes." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to Qwen3.5 RLHF NaN explosions." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 attention-state rebuilding are different attention bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong module restoration after `save_pretrained`." + "reason": "Both involve custom-model save/load workflows, but one is a permissions propagation problem and the other is wrong-module loading after save_pretrained. Not the same bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different regression classes: GLM-4.7-Flash unit-test loading vs Qwen3.5 checkpoint serialization." + "reason": "Unit-test model loading failure for GLM-4.7-Flash is not the same as the Qwen3.5 save_pretrained regression." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are separate issues." + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior for mistral_common tokenizers are distinct tokenizer bugs." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are unrelated." + "reason": "One is an autocast dtype mismatch, the other is a meta-device loading failure." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying `resize_token_embeddings` propagation bug: both report output/decoder embeddings not being updated; 45335 is a T5Gemma-specific variant." + "reason": "Both describe resize_token_embeddings not propagating to output/decoder embeddings. Same underlying embedding-resize bug across models." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom-model initialization breakage and `resume_from_checkpoint` step \u0917\u0923\u0928\u093e are unrelated." + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps calculation are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model and loading failure for another are not the same bug." + "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are not the same concrete issue." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model init regression and `extra_state` save/load failure are different custom-model issues." + "reason": "Notebook custom-model initialization and extra_state save/load handling are different problems." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different problems." + "reason": "Torch version incompatibility is too broad and not the same bug as a specific autocast dtype mismatch." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are both tokenizer regressions but not the same underlying bug." + "reason": "Wrong token IDs for Granite models and slow convert_tokens_to_ids performance are separate tokenizer regressions." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Slow token conversion and CodeLlama leading-space round-trip regression are unrelated." + "reason": "Performance regression in convert_tokens_to_ids and CodeLlama round-trip leading-space loss are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper `return_language` pipeline breakage and tokenization changes are different issues." + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are not the same issue." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern custom-model loading after v5, but `base_model_prefix` handling and Jupyter notebook initialization are distinct failure modes." + "reason": "Base_model_prefix loading failures and notebook custom-model initialization failures are both Transformers 5 custom-model regressions, but not the same defect." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline language return bug and `from_pretrained` inside Python classes are unrelated." + "reason": "Whisper pipeline behavior and from_pretrained inside classes are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are different code paths." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache `linear_attention` crash and non-template-node compile error are unrelated." + "reason": "PagedAttentionCache invalid group type and non-template-node compile errors are not the same code-path problem." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version compatibility and Gemma4 forward device mismatch are not the same bug." + "reason": "Torch 2.10 compatibility is too broad; Gemma4 PLE device mismatch is a specific model-forward bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue and Mistral-3 dtype mismatch are unrelated." + "reason": "A general Torch compatibility issue does not match the Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and compiler template-node error are different failures." + "reason": "Float8 storage object lookup and compile-time template-node errors are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen VL video-input regression and mask/tensor shape mismatch are not the same underlying issue." + "reason": "Video-input regression and mask-shape IndexError are different model/runtime bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an old issue and a Qwen3.5 PagedAttentionCache crash are too different to treat as duplicates." + "reason": "An isolated reproduction of a prior issue and a Qwen3.5 cache crash are not the same underlying defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the non-duplicates. The only accepted soft edges are the clearly related `resize_token_embeddings`/`output_embeddings` issues, which the titles support. No overstatement stands out, and the rest of the pairwise rejections are appropriately cautious." + "feedback": "The summary is well grounded in the packet: it stays conservative about heterogeneity, and the only accepted soft-edge pairs are the resize_token_embeddings issues that genuinely look like the same bug family. The chosen anchor issue (45698) is also supported by the activity and title data. No obvious overstatement or non-mergeable pairing stands out." }, "evaluator_used": true, "retried": false, @@ -3823,8 +3823,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -3908,7 +3908,7 @@ "issue:43701|issue:45325", "issue:42796|issue:45381" ], - "prepared_review_unit_hash": "58bea955c56934e78c309523875562b6a53c5ca122d18e373c910d1d62d6394b", + "prepared_review_unit_hash": "23f14b113f36a1c2a48618c2ce758c415cf5753ffacb868f016a9b3b622cd007", "component_budget": { "node_count": 484, "item_count": 484, @@ -3930,192 +3930,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of distinct Transformers v5 regressions across loading, tokenization, and model-specific inference paths. The clearest duplicate pairs are the `_is_hf_initialized` / `init_empty_weights` loading breakage, the Qwen2.5-VL position-id regressions, the SigLIP2 output discrepancy, and the Granite tokenizer regression.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43632 is the best canonical issue because it names the broad v5 initialization-contract break at the root of the loading failures, and it matches the nearby init_empty_weights/_is_hf_initialized report most directly.", + "summary": "Mostly a grab bag of unrelated Transformers issues, with one conservative duplicate candidate around Qwen2.5-VL position-id/rope-index handling. The SigLIP2 pair is related in model family and symptom type, but the titles alone do not establish the same concrete bug, so it should not be accepted as a duplicate pair.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43611 is the best broad representative of the cluster\u2019s recurring v5 loading/init regressions, but it should be treated as an umbrella theme rather than a true duplicate of the whole set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the strongest global representative of the cluster because it captures the core loading/init regression rather than a downstream symptom or a model-specific variant.", + "best_issue_reason": "issue:43611 is the most central and general issue in the set: a Transformers v5 model-loading regression that overlaps thematically with several other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer loading error messaging and Apple Silicon allocator TypeError are different failures in different subsystems." + "reason": "Different failures: a bad AutoTokenizer error for Voxtral vs a TypeError in allocator warmup on Apple Silicon." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3 sliding-window/MoE behavior is unrelated to the init_empty_weights/_is_hf_initialized loading TypeError." + "reason": "Different code paths and symptoms: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload failure and Qwen3 MoE training memory usage are not the same bug." + "reason": "Both mention offloading/memory, but one is dequantized model loading and the other is Qwen3 MoE training memory usage." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve backend packaging, but the concrete failures differ: missing TensorFlow in the torch extra vs tensorboard-only install behavior." + "reason": "Both are backend/package complaints, but the concrete problems differ: missing TensorFlow backend vs tensorboard-only causing an undefined tf backend error." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens are not the same as the BOS/EOS insertion regression." + "reason": "Different tokenizer bugs: runtime post-processor refresh vs missing BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal regressions." + "reason": "Unrelated internals: ModelOutput key assignment vs non-persistent buffer initialization." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 CUDA assert on A800 and the Mistral regex patch AttributeError are unrelated bugs." + "reason": "Different failures: Qwen3 auto device mapping assert vs a Mistral regex patch crashing on tokenizer backend access." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect training, but flash-attention degeneration and zero-loss single-label classification are different concrete failure modes." + "reason": "Both are training regressions, but they affect different mechanisms: flash_attention_3 classification behavior vs num_labels=1 degenerate loss." }, { "left": "issue:44462", "right": "issue:45812", - "accept": true, - "reason": "Both point to the same AutoTokenizer/Granite tokenizer regression: repository tokenizer data is not being used correctly, leading to wrong token IDs." + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores tokenizer.json while the other returns wrong token IDs for Granite models." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Base_model_prefix loading and custom model initialization are related to v5 loading, but they are distinct code paths and symptoms." + "reason": "Related v5 loading/init area, but one is specifically base_model_prefix loading and the other is custom model initialization." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is not the same as Gemma3 sliding-window NaN embeddings." + "reason": "Both mention batching/padding, but the underlying bugs differ: missing padding mask support vs NaNs from all-padding windows." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA vision-tower issues are unrelated to Sam3 text-encoder weight loading." + "reason": "Different models and failures: Video-LLaVA tower/weight issues vs Sam3Model text encoder weights not loading." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow packaging/backend availability and PaddleOCR-VL loading in vLLM are different issues." + "reason": "Different packaging/runtime problems: TensorFlow backend installation vs PaddleOCR-VL load failure in vLLM." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk filling and ModelOutput key assignment are separate regressions." + "reason": "Different regressions: non-persistent buffers getting junk values vs ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower problems are unrelated to Qwen3.5 visual-encoder key serialization." + "reason": "Both are multimodal model issues, but Video-LLaVA tower mismatch and Qwen3.5 visual encoder save keys are distinct." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete bug." + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key handling are unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export support for torch_compilable_check is unrelated to bfloat16 dtype mismatch failures." + "reason": "Different areas: torch.export with torch_compilable_check vs bfloat16 dtype mismatches in inference." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device loading regressions are both load-related, but not the same failure path." + "reason": "Both are model-loading/runtime regressions, but whisper runtime failure and meta-device loading failures are different bugs." }, { "left": "issue:45325", "right": "issue:45381", "accept": true, - "reason": "Both are Qwen2.5-VL position-ID regressions in the same get_rope_index / vision-position-id path, for still images vs video." + "reason": "Both point to the same Qwen2.5-VL position-id / rope-index generation path; one is image temporal scaling and the other is video vision_position_ids." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both describe the same SigLIP2 implementation mismatch producing incorrect outputs, with one report framed as HF-vs-JAX discrepancy and the other as bad AutoModel/pipeline results." + "accept": false, + "reason": "They share the SigLIP2 family and a symptom class, but the titles do not clearly identify the same concrete bug, so this is too weak to merge as a duplicate." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Missing lm_head tying and device-dependent lm_head serialization are related to tied weights, but they are different concrete bugs." + "reason": "Related to lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization depending on device." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-ID scaling and Kosmos2.5 OCR index errors are unrelated model bugs." + "reason": "Different Qwen2.5-VL OCR/multimodal issues: position-id scaling vs long-input index error." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to Qwen2.5-VL video position-ID issues." + "reason": "Both involve Qwen2.5-VL multimodal inputs, but iterable-dataset multi-image finetuning failure is not the same bug as video position-id computation." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure and Qwen2.5-GGUF loading in v5 are different model/loading paths." + "reason": "Different model-loading/training failures: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading in v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict granite_speech config loading are not the same bug." + "reason": "Different v5 breakages: unexpected _is_hf_initialized in init_empty_weights vs strict config rejecting granite_speech." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized init-state regressions and bfloat16 dtype mismatches are different bugs." + "reason": "Different regressions: _is_hf_initialized flag handling vs dtype mismatches in bf16 inference." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading problems and version-dependent tokenization changes are not the same issue." + "reason": "Offloading/quantization behavior and tokenization changes are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-ID regression." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position indexing." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Ministral BPE-marker handling and Qwen2.5-VL video position IDs are unrelated tokenizer/model bugs." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the writeup is internally inconsistent and overstates at least one duplicate. The summary says the `_is_hf_initialized` / `init_empty_weights` loading breakage is one of the few true duplicate pairs, but the soft-edge verdict for `issue:43632` vs `issue:44291` is `false`. That mismatch means the cluster summary is not fully grounded in the packet. The rest of the false pair calls are mostly conservative, but this contradiction is enough to reject." + "feedback": "The cluster summary is broadly grounded, but it overstates the evidence in a couple of places. In particular, calling the SigLIP2 issues (43493/43994) a \"clear duplicate pair\" is stronger than the packet supports: they share a model family and symptom class, but the concrete failures are not clearly the same bug from the titles alone. The Qwen2.5-VL pair looks more plausible, but the overall writeup should stay more conservative about duplicate/merge-same-bug claims. Because soft-edge verdicts need to be conservative, I can\u2019t accept this as written." }, "evaluator_used": true, "retried": true, @@ -4131,8 +4131,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -4217,7 +4217,7 @@ "issue:41720|issue:43322", "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "c6b1881d9ff7f47b2f9ba369fc3914e4ba15d410ebb43a1718faf0d7b1292810", + "prepared_review_unit_hash": "6925143f8f99b1d345e1e7ea8a8db4a73280d1645efa7454c35c88d1b59533d3", "component_budget": { "node_count": 484, "item_count": 484, @@ -4239,192 +4239,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly noisy: most items are different model-specific loading, tokenizer, or device/offload regressions rather than true duplicates. I rejected all soft edges because none clearly share the same concrete bug path.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43873 is the broadest concrete runtime bug in the set, centered on offloading/quantization behavior; it is the best umbrella candidate among otherwise mostly unrelated model-specific failures.", + "summary": "This cluster is mostly a set of unrelated bug reports across tokenization, multimodal loading, offloading/quantization, and model-specific runtime failures. The soft pairs look like false positives from broad textual similarity rather than true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out: the issues cover distinct models and failure modes, so the cluster is too heterogeneous for a valid duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most useful single triage anchor because it is a cross-cutting infrastructure bug rather than a one-off model report.", + "best_issue_reason": "No item is a strong global representative of the cluster because the reports do not share one underlying bug; if forced, the broadest ones are still too specific to serve as a canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different problems: a PaddleOCR-VL load failure versus a torch/transformers version incompatibility. No shared code path is evident." + "reason": "Different problems: one is a model-loading failure for PaddleOCR-VL in vLLM, the other is a generic torch/transformers version incompatibility." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both mention multimodal inference, but one is a video-input regression in Qwen variants and the other is a Gemma4 PLE device mismatch. Different failures." + "reason": "Different code paths: a video-input regression for Qwen VL variants versus a Gemma4 PLE device-mismatch during forward." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." + "reason": "One is a Bark CPU-offload device mismatch, the other is a torch.export failure on models using torch_compilable_check; unrelated bugs." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Both are generation-quality issues, but one is perplexity on gpt-oss and the other is Whisper empty-transcription handling after token alignment. Different bugs." + "reason": "Different symptoms and subsystems: perplexity on a language model benchmark versus Whisper empty-transcription generation after token alignment." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues affecting different paths." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping asserts." + "reason": "Inputs_embeds/past_key_values progressive generation is a different failure than Qwen3 auto device mapping cuda assert." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but one is glm-4v-9b model loading and the other is tokenizer loading for cjvt/sleng-bert. No concrete duplicate evidence." + "reason": "Different models and failures: glm-4v-9b loading error versus failure to load a specific bert model." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with cached embeddings are unrelated bugs." + "reason": "Bark voice_preset handling does not match the progressive generation inputs_embeds/past_key_values issue." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "A tied-weights generation bug in AyaVision is not the same as a torch.compile SDPA failure in Bamba." + "reason": "AyaVision weight tying causing garbage generation is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device mismatch during Bark CPU offload is unrelated to DAC.from_latents mismatching forward due to missing STE." + "reason": "CPU offload device mismatch for Bark is not the same as DAC.from_latents not matching forward due to missing STE." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Both involve multimodal examples, but one is a docs/model-processor mismatch with quantization and the other is Qwen2.5-VL iterable-dataset finetuning with multiple images." + "reason": "A SigLIP2 documentation/example problem is unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map=auto, but the models and failure modes differ: cudaErrorAssert on A800 versus a forward-time device mismatch in Gemma4 PLE." + "reason": "Different model families and distinct runtime errors: Qwen3 cudaErrorAssert versus Gemma4 PLE device mismatch." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER padding/truncation are unrelated to torch.export and torch_compilable_check." + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export failures involving torch_compilable_check." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both are input-shape/processing issues, but MIMI batching versus OmDet-Turbo resolution mismatch are different concrete bugs." + "reason": "MIMI encoder padding-mask inconsistency is unrelated to OmDet-Turbo processor output-size mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window masking off-by-one and tokenizer conversion slowdown are unrelated regressions." + "reason": "A streaming mask off-by-one bug is unrelated to tokenizer conversion performance regression." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion during accelerate/deepspeed loading is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS handling for a specific tokenizer and the other is wrong token IDs across several models. Not the same bug." + "reason": "These are both tokenizer regressions, but they affect different APIs and model sets; not enough evidence they share one underlying bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Garbage text from untied lm_head weights is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Weight tying/text-generation garbage is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different issues in different subsystems." + "reason": "Tokenizer BPE marker handling and FP8 inference failure on B200 are different issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both concern offloading/quantization, but one is dequantized-model loading with gpu+cpu offload and the other is a broader quantized-offloading failure. Similar theme, not clearly the same concrete bug." + "reason": "Both mention offload/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading behavior complaint; not the same concrete bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask batching and Perceiver non-default-resolution classification are separate model-specific bugs." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver non-default resolution interpolation failures." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading/model-init failures." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are distinct issues." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model benchmark and ineffective gradient checkpointing in PEFT LoRA are unrelated." + "reason": "High perplexity on a benchmark is unrelated to gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + "reason": "A 3d_parallel.py execution problem is unrelated to Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both infrastructure-level, but the titles point to different failure modes and code paths." + "reason": "FSDP CPU RAM efficient loading is a different bug than non-persistent buffers being filled with junk in v5." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is distinct from unwrapping text_config for composite Qwen multimodal configs." + "reason": "A missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo missing all_tied_weights_keys are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load breakage are different failure classes." + "reason": "Llava Next segmentation faults are unrelated to sinq quantization save/load breakage." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are loading/runtime crashes, but one is a Qwen3 auto-device-map assert and the other is a Llava Next segmentation fault. No shared bug path is shown." + "reason": "Qwen3 auto device mapping assert and Llava Next loading segfault are different failures in different model paths." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failure for glm-4v-9b and tokenizer loading failure for EMBEDDIA/est-roberta are not duplicates." + "reason": "glm-4v-9b load failure is unrelated to tokenizer loading regressions for EMBEDDIA/est-roberta." } ] }, @@ -4443,8 +4443,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -4531,7 +4531,7 @@ "issue:44671|issue:44743", "issue:36331|issue:41720" ], - "prepared_review_unit_hash": "b5121f60195d294fb494bda92b75b3a2dd3ecdadc3d6060689430fabfe03d2e9", + "prepared_review_unit_hash": "f276f552097d0d0abc5313d20f905094c16de1ac3ebafe4ec49036a51ffc1680", "component_budget": { "node_count": 484, "item_count": 484, @@ -4553,204 +4553,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft matches mostly share only broad themes like loading, offloading, or trainer behavior, but they do not appear to be the same underlying bug. I would keep a single broad offloading/quantization issue as the best issue anchor, and reject all soft edges as duplicates.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43873 is the best umbrella candidate because it is the broadest active report with inbound references and sits closest to the small subset of offloading/device-map/quantization-themed items in this set.", + "summary": "This cluster is a loose collection of unrelated Transformers issues spanning training, serving, tokenization, quantization, and model-loading. None of the soft pairs look like true duplicates; most only share a broad subsystem or a similar symptom. If one issue must represent the set, issue 43708 is the strongest standalone report because it is concrete and reproducible.", + "confidence": 0.95, + "canonical_issue_reason": "No real canonical duplicate emerges from this set because the items are heterogeneous; if a single anchor is needed, issue 43708 is the clearest, most actionable bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest cluster anchor overall: it is open, has the most external attention, and is the most general of the available issue titles.", + "best_issue_reason": "Issue 43708 is the best standalone issue to anchor the cluster: it has a precise title, clear reproduction context, and a narrowly scoped Trainer checkpointing bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer kwarg mismatch vs 3D parallel script failure; different code paths and symptoms." + "reason": "Different failures: a Trainer method signature change vs a script/runtime problem for 3d_parallel.py." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory problems, but one is int4 CUDA reserved memory/OOM and the other is an apex RMSNorm leak; different bugs." + "reason": "Both mention memory, but one is int4 quantization OOM and the other is an apex RMSNorm leak; different root causes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device-map assert on Qwen3 vs flash-attention generation issues in Qwen3.5; not the same failure." + "reason": "Distinct Qwen3-family inference bugs: device assert on auto mapping vs flash-attention generation malfunction." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature issue vs Qwen3-MoE FP8 config failure; unrelated." + "reason": "Unexpected compute_loss kwarg and FineGrainedFP8Config failure are unrelated code paths." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but one is strict config loading and the other is tokenizer loading; different underlying problems." + "reason": "Config strictness for granite_speech is not the same as tokenizer loading failure for est-roberta." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is lm_head tying and the other is visual encoder key saving; different code paths." + "reason": "Both involve save/serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch shape bug vs tokenization changes; unrelated subsystems." + "reason": "Batched video processor shape bug is unrelated to version-dependent tokenization changes." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity anomaly could be affected by tokenization, but this is not the same concrete bug as a tokenization change report." + "reason": "Perplexity regression on gpt-oss-20b is a different problem from tokenization behavior changes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Device-map crash vs multi-GPU training setup failure; different issues." + "reason": "Different issues entirely: Qwen2-VL device assert vs a 3d_parallel.py execution failure." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Different Sam3 model components and failure modes; not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text-encoder loading are separate model bugs." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch memory/offload behavior, but one is quantization offloading and the other is mmap OOM on Strix Halo; not the same issue." + "reason": "Quantization/offload behavior and mmap OOM on Strix Halo are not the same underlying bug." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash vs dtype mismatch in inference; unrelated." + "reason": "Tokenizer crash on LayoutLMv2 inputs is unrelated to dtype mismatches in inference." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch-iterator error vs early stopping metric lookup failure; different trainer paths." + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric disablement are different Trainer behaviors." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure vs packed-weight unpacking during accelerate loading; unrelated." + "reason": "torch.compile + SDPA failure is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype staying float32 vs max_steps recalculation on checkpoint resume; different bugs." + "reason": "BLIP2 dtype propagation and Trainer max_steps miscalculation are separate bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Compilation/SDPA bug vs CPU offload device mismatch; different model/runtime failures." + "reason": "Compile/SDPA failure is a different code path from CPU offload device mismatch." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom processor/tokenizer regression vs tokenization behavior change; not the same concrete bug." + "reason": "Processor.tokenizer regression is not the same as version-dependent tokenization changes." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern custom loading APIs, but one is general model initialization breakage and the other is from_pretrained behavior inside Python classes; too different to merge." + "reason": "Both touch custom model/from_pretrained behavior, but the reported breakages are different and not clearly the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different models and different preprocessing mismatches; not duplicates." + "reason": "NER tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Untied lm_head in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different defects." + "reason": "lm_head weight tying in Mistral3 and wrong visual encoder keys in Qwen3.5 are different serialization/model-loading issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3-MoE FP8 failure vs dequantized model offload load failure; only a broad loading/quantization theme overlaps." + "reason": "Qwen3Moe FP8 failure and dequantized model offload failure are different loading paths." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size/preprocessing issues, but they affect different models and different expected resolutions." + "reason": "Processor output size mismatch is not the same as Perceiver interpolation failure." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs Gemma4 PLE device mismatch; different models and root causes." + "reason": "Gemma3n variable collision and Gemma4 device mismatch are distinct bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin vs inability to run a training script; unrelated." + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; different failures." + "reason": "Both are serve crashes, but they fail in different multimodal code paths with different missing attributes." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision vs read-only permission propagation on save_pretrained; unrelated filesystem bugs." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Auto device mapping assert vs tensor-parallel-only failure in GPT-OSS MoE; different issues." + "reason": "Cache-path collision and read-only permission propagation are separate save/load concerns." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs StableLmConfig pad_token_idx missing after update; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; different areas." + "reason": "Early stopping configuration issue and Qwen2-VL multi-GPU training are not the same bug." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3-MoE FP8 loading vs kernels dependency/version requirement import failure; unrelated." + "reason": "FP8 model failure is unrelated to the kernels v0.15 import/version requirement problem." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression vs Qwen recurrent-state reset bug; different model families and code paths." + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are different model bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer loss-signature breakage vs Qwen3 auto device-map crash; unrelated." + "reason": "Trainer compute_loss signature breakage has nothing to do with Qwen2-VL auto device mapping asserts." } ] }, @@ -4769,8 +4763,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -4853,7 +4847,7 @@ "issue:45357|issue:46402", "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "0d4eeee68340817210fe5b45d2c97b240b47022de5c095ac9c7d8948317f9a65", + "prepared_review_unit_hash": "62df5c005b84beac63809b8ec602bd7fcf04bdcd87f977d1e3f4ef229f7d6350", "component_budget": { "node_count": 484, "item_count": 484, @@ -4875,180 +4869,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues; none of the soft edges look like true duplicates. The most representative issue is the broad offloading/quantization report.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 has the broadest framing and the strongest engagement signal in the set, making it the best representative of the cluster\u2019s loading/offloading/quantization theme.", + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer/config/model-loading regressions or docs issues, so there are no strong duplicate merges among the soft pairs.", + "confidence": 0.28, + "canonical_issue_reason": "If a representative is needed, issue 45701 is the broadest/generalized report in the set and has comparatively more discussion, but it still does not encompass the many unrelated bugs here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue candidate because it is broader than the model-specific reports and has the most discussion/inbound references.", + "best_issue_reason": "Issue 45701 is the closest thing to a cluster representative because it captures a generic version-regression/tokenization theme, though the cluster overall is too mixed for a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes, different models, and different failure modes; both are tokenizer bugs but not the same underlying issue." + "reason": "Both are tokenizer crashes, but they affect different tokenizer classes and different code paths." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "One is a BeitImageProcessor label-reduction bug; the other is an unrelated Qwen loading failure." + "reason": "One is a BEiT image-processor label reduction bug; the other is a GLM-4V model loading failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config consistency problems, but they affect different configs and fields with different root causes." + "reason": "Different config types and different defects: API discrepancy vs. rotary_pct persistence on reload." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated code paths." + "reason": "Early-stopping metric lookup and void segmentation-map processing are unrelated bugs." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and failures: FP8 config support vs a segmentation fault while loading Llava Next." + "reason": "Different multimodal/model-loading failures with no clear shared root cause." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is a from_pretrained weight_only load error." + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation maps and Bark voice_preset handling are unrelated processor bugs." + "reason": "Image-segmentation-map handling and BarkProcessor voice_preset behavior are different subsystems." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are different bugs in different subsystems." + "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are not the same bug." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "A torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile/SDPA failure and tokenizer special-token registration are unrelated." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as a tokenization-version regression." + "reason": "One is int4 memory/OOM behavior; the other is tokenizer output changing across versions." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both touch loading/offload, but Bark CPU-offload device mismatch and BitNet packed-weight unpacking are different concrete bugs." + "reason": "Both touch loading/offload, but the failures are different: CPU offload device mismatch vs. packed-weight unpacking." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are unrelated." + "reason": "A typo fix and docs about removed pipeline tasks are not duplicates." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is different from the T5Tokenizer add_special_tokens name conflict." + "reason": "Slow/fast tokenizer inconsistency is a different problem from T5 tokenizer load-time attribute conflicts." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization in v5 is unrelated to from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer junk and from_pretrained behavior inside Python classes do not share a concrete root cause." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and text_config unwrapping in composite Qwen configs are different bugs." + "reason": "Qwen3-MoE sliding-window logic and multimodal text_config unwrapping are different code-path problems." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping CUDA asserts and PEFT-adapter checkpoint loading are unrelated failures." + "reason": "CUDA assert during device mapping and PEFT-adapter checkpoint loading are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash import warning is unrelated to undefined variables in multimodal token counting." + "reason": "A trailing-slash import warning and an undefined-video-branch bug are different issues." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU-offload device mismatch and BigBird mask-token registration do not share the same code path." + "reason": "Device-mismatch offload failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric-gathering last-batch truncation and SAM3 text/bounding-box behavior are unrelated." + "reason": "A metrics-gathering batch-truncation bug and SAM3 text/bounding-box behavior are not the same defect." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serving crashes in Gemma4Processor and Qwen3.5 streaming inference failures are different API/model bugs." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are different code paths." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count bookkeeping is unrelated to progressive generation with cached states." + "reason": "TrainerState token accounting and progressive generation are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset handling and Qwen3 device-mapping CUDA asserts are unrelated." + "reason": "Bark voice preset handling and Qwen3 auto device mapping failures are unrelated." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and missing Float8 storage are different issues." + "reason": "Sliding-window Qwen3-MoE behavior and missing Float8 storage support are different bugs." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/config failures." + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different tokenizer/config issues." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite-config unwrapping and CPU-offload incompatibility are distinct Qwen-related bugs." + "reason": "One is composite config unwrapping; the other is CPU-offload compatibility for a rotary embedding implementation." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual-encoder save keys and missing text-encoder loads are opposite-direction multimodal serialization bugs with different models." + "reason": "Incorrect visual-encoder keys on save and missing text-encoder weights on load are not the same bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init restrictions and num_labels propagation are different configuration issues." + "reason": "post_init validation and num_labels propagation are different config-related issues." } ] }, @@ -5152,7 +5146,7 @@ "issue:45081|issue:45356", "issue:45356|issue:45907" ], - "prepared_review_unit_hash": "59b54eaff8d806f94dfd3e3339e25bd5186c29ae828367cd65f6064021f8ac2d", + "prepared_review_unit_hash": "e5194dca10d24fe4dbbd687c34f2fdbe72996bfb02a4dbc06ced3139a30d20e2", "component_budget": { "node_count": 484, "item_count": 484, @@ -5174,195 +5168,195 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair looks like a true duplicate: the Qwen2_5_VLProcessor batched-input crash with padding=False. The remaining pairs are mostly related-sounding but point to different concrete failures, code paths, or model families.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44514 is the earlier, clearer report of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash; issue:44545 is a near-verbatim later duplicate.", + "summary": "This cluster is mostly a mix of unrelated issues across tokenizer, multimodal, training, and model-loading subsystems. Only two soft pairs look like true duplicates/same-root-cause reports: the exact Qwen2.5-VL batched padding crash pair, and the HF_HUB_OFFLINE tokenizer cache/offline failure pair tied to `_patch_mistral_regex`.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44514 is the clearest canonical issue: it is the earlier, more specific report of the exact Qwen2_5_VLProcessor batched-input crash, and it has an exact duplicate counterpart in 44545.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best standalone issue to keep as the canonical representative because it is the original report of the exact crash scenario; issue:44545 adds follow-up activity but not a distinct bug.", + "best_issue_reason": "Issue 44514 is the best representative issue in this set because it is a precise, actionable bug report with a near-exact duplicate and a concrete repro path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both are classification-related, but one is Qwen3.5 config propagation and the other is a generic single-label zero-loss bug across multiple models; different failure modes and fixes." + "reason": "Same broad area (classification/config propagation) but different bug: one is Qwen3.5 config wiring, the other is a generic single-label zero-loss regression." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk on v5.0.0 is unrelated to from_pretrained behavior inside Python classes; no shared code path is evident." + "reason": "Both mention loading/model behavior, but one is about non-persistent buffers in v5.0.0 and the other is about inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Image-size interpolation failure and bf16 dtype mismatch are separate runtime problems in different model paths." + "reason": "Different failures: one is Perceiver image classification at non-default resolution, the other is dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor argument conflict is a tokenizer API bug, while loading vesteinn/ScandiBERT is a model-specific loading failure." + "reason": "Different tokenizer bugs: duplicate AddedToken special-flag handling versus inability to load a specific model checkpoint." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A specific model load regression and a PIL image-processor torchvision requirement are different bugs, even though both are version-related." + "reason": "One is loading a specific model on newer transformers versions, the other is image processors incorrectly requiring torchvision." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are different training semantics issues." + "reason": "Not the same bug: eval-mode gradient checkpointing restriction versus a ZeRO-3 gradient growth regression." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A LoRA warning about tie_word_embeddings is not the same as incorrect visual encoder keys being saved in Qwen3.5." + "reason": "Both are warnings/config issues, but they concern different models and different config fields." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc example errors and OmDet-Turbo processor size mismatch affect different multimodal flows." + "reason": "Both are multimodal processor issues, but one is a SigLIP2 doc example mismatch and the other is an OmDet-Turbo image-size mismatch." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to notebook-defined custom model initialization in v5." + "reason": "Different problems: a Qwen3-MoE sliding_window issue versus notebook-defined custom model initialization in v5." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "cudaErrorAssert during Qwen3 device mapping and an apex RMSNorm memory leak are distinct bugs." + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert versus T5 using apex.FusedRMSNorm memory leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation in a processor is unrelated to the FA2 long-context performance regression." + "reason": "Different code paths: video processor padding calculation versus FA2 long-context generation performance regression." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local-checkpoint loading and sinq quantization save/load breakage are different persistence paths." + "reason": "One is PEFT adapter local checkpoint loading, the other is quantized model save/load corruption after sinq." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A T5 RMSNorm leak and a missing supports_gradient_checkpointing flag on trust_remote_code model are different issues." + "reason": "Unrelated: T5/apex RMSNorm memory leak versus missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking and trainer.evaluate() failing after train() are separate trainer bugs." + "reason": "Distinct issues: TRL SFT embedding unpacking versus trainer.evaluate() failing after trainer.train()." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates for special tokens are not the same as losing custom token IDs on save/load." + "reason": "Both involve tokenizer/config state, but one is a feature request about post-processors and the other is a save/load bug causing IndexError." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Eval-mode checkpointing semantics and a T5 memory leak do not share the same underlying defect." + "reason": "Different subsystems and symptoms: eval-mode checkpointing versus T5/apex memory leak." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Tokenizer cache loading in offline mode and an unconditional model_info() call in mistral regex patching are related to offline behavior but are still different failing paths." + "accept": true, + "reason": "These describe the same offline-mode failure: `AutoTokenizer.from_pretrained`/`_patch_mistral_regex` unconditionally calling `model_info()` breaks cache-only loading with `HF_HUB_OFFLINE=1`." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "from_config unwrapping for composite configs is separate from missing gradient-checkpointing support on a remote-code model." + "reason": "Different composite-config issues: `from_config` not unwrapping `text_config` versus a missing gradient-checkpointing flag." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same crash scenario and essentially the same title/body: apply_chat_template on batched input with padding=False." + "reason": "Exact duplicate reports of the same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder-input validation messaging are unrelated bugs." + "reason": "Both are about incorrect behavior, but one is a Mamba2 cache correctness bug and the other is an error-message issue for T5 decoder input validation." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "A SigLIP2 doc/example issue is not the same as quantization offloading not working as expected." + "reason": "Different topics: SigLIP2 documentation/model mismatch versus quantization offloading behavior." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading with PEFT and quantization offloading regressions are different code paths." + "reason": "Unrelated: PEFT adapter local-checkpoint loading versus offloading not working as expected with quantization." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 nonsensical outputs and CamemBERT masked-LM regression are distinct model-specific problems." + "reason": "Different model families and bugs: SigLIP2 nonsense outputs versus CamemBERT masked LM regression in v5." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Updating tokenizer post-processors at runtime is different from BigBirdTokenizer special-token registration causing empty decode output." + "reason": "Both concern tokenizer special-token handling, but one is runtime post-processor updates and the other is a BigBirdTokenizer mask-token registration bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and a GenerationMixin import error are completely unrelated." + "reason": "Completely different issues: image processor void segmentation maps versus a GenerationMixin import error." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen/VL-related, but one is a weight_only loading error and the other is a video position-id regression; not the same bug." + "reason": "Both are Qwen3.5/VL-related, but one is a weight_only from_pretrained error and the other is a video-input vision_position_ids regression." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token update behavior in TokenizersBackend is not the same as LayoutLMv2Tokenizer crashing on NER/batched padding." + "reason": "Different tokenizer behavior: runtime special-token post-processing versus LayoutLMv2Tokenizer crashes on NER/batched padding." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Mistral-regex AttributeError and Kimi-K2.5 codec/regression behavior are related to tokenizer patching, but they are not the same concrete failure." + "reason": "Same patch area, but not enough to be the same bug: one is a crash in `_patch_mistral_regex`, the other is a Kimi-K2.5 codec/regression and warning issue." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "A tokenizer regression is not the same as list_repo_files failing to forward revision; different components and fixes." + "reason": "Unrelated tokenizer/model regression versus a CI failure caused by `list_repo_files` not forwarding `revision`." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair call on issue:44514/issue:44545 is plausible, but the canonicalization rationale is not fully grounded: the packet shows issue:44545 has more discussion activity and more inbound references, so saying issue:44514 has the 'stronger discussion trail' is unsupported. A few soft-edge rejections are also a bit stronger than the packet alone can prove, especially where the titles indicate related tokenizer/offline behavior." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it identifies the two clearly supported duplicate/same-root-cause pairs (44514/44545 and 42886/44843) and treats the remaining soft pairs as non-matches without overstating similarity. I don\u2019t see an evidence mismatch that would warrant rejection." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5679,8 +5673,8 @@ "review_unit_count": 58, "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-10000-484", "nodes": [ @@ -8105,8 +8099,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -8188,7 +8182,7 @@ "issue:41720|issue:46710", "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "8a86e313e084b03cb4c45bbef49033ea0bb6f034f5710309c70ec9180fe575a2", + "prepared_review_unit_hash": "d6e940eff49bc3ac75e23a5eb29f4a4ddb5c5a5ba6d3b3b4c280a0ec850044a6", "component_budget": { "node_count": 484, "item_count": 484, @@ -8210,174 +8204,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a real duplicate cluster: the issues span unrelated tokenizer, model-loading, training, serving, quantization, and CI problems. The soft edges mostly reflect broad topical similarity, not the same underlying bug or change, so all of them should be rejected.", + "summary": "This cluster is not a duplicate set: the items span many unrelated bugs across tokenizers, model loading, serving, training, offload/quantization, and CI. The soft-similarity links are mostly superficial and should not be merged.", "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items are mostly unrelated reports with only broad subsystem overlap, not one shared defect.", + "canonical_issue_reason": "No canonical issue: there is no single underlying bug tying these issues together, so any representative choice would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global duplicate target here; the apparent matches are superficial and do not converge on one concrete bug.", + "best_issue_reason": "No best issue: none of these is a suitable global representative for the cluster; they should be re-clustered by concrete failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different problems: CPU offload device mismatch in one case vs a GraniteSpeech CI test stale device override failure in the other." + "reason": "Both are CI/device-related, but one is CPU offload device mismatch for bark-small and the other is a stale device override test in GraniteSpeech; different bugs and code paths." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both involve model loading/config, but one is about a missing pad token index while the other is an unexpected init argument in init_empty_weights." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the unexpected _is_hf_initialized argument in init_empty_weights." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Unrelated failures: category-count runtime limit versus an accuracy regression after upgrading Transformers." + "reason": "Category-count limit error and an accuracy regression in a different model are unrelated." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Different code paths and symptoms: unexpected position-id key versus CLIP text model structure inconsistency." + "reason": "Unexpected position-id key warnings are not the same as the CLIP text-model structure inconsistency." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Distinct model/tokenizer bugs: legacy field loading for BEiT segmentation versus BigBirdTokenizer mask token registration." + "reason": "Legacy field loading for Beit semantic segmentation is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both touch generation/cache behavior, but one is compiled-forward output inconsistency and the other is max_cache_length handling for quantized cache only." + "reason": "Chunked generation inconsistencies with compiled forward are a different issue from cache max_length being honored only for Quantized Cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Different failures: invalid GenerationConfig for GLM-5 versus a diffusion-gemma pipeline output issue." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to the DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Different underlying bugs: chunked generation inconsistency with compiled forward versus Whisper empty-transcription failure after align_special_tokens." + "reason": "Compiled-forward chunked generation bugs and Whisper empty-transcription handling are different failures." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only finetuning default-value bug versus a multi-GPU inference CUDA OOM; not the same defect." + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to the multi-GPU CUDA OOM." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same broad model family, but one is OOM and the other is a PLE device mismatch with device_map=\"auto\"." + "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as the PLE device-mismatch forward bug." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are decode/template crashes, but one is Whisper timestamp decoding and the other is apply_chat_template on an empty list." + "reason": "Whisper timestamp decode crash and empty-list apply_chat_template IndexError are different code paths." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization is the shared theme, but one is offloading behavior and the other is save/load breakage after sinq quantization." + "reason": "Offloading with quantization and sinq save/load corruption are related broadly, but not the same concrete bug." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Training stability with ZeRO-3 versus a model-loading failure for Phi-4 multimodal; different subsystems and root causes." + "reason": "ZeRO-3 gradient growth during training is unrelated to a model-loading failure for Phi-4 multimodal." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different models and symptoms: SigLIP2 bad outputs versus an unexpected position-id key warning." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys do not describe the same bug." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "FlashAttention CI failures and MLFlow job-status reporting are unrelated issues." + "reason": "Flash Attention 2 CI failures are unrelated to MLflow not being updated after a failed training job." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Different code paths: flash_attention.py crashing on s_aux=None versus quantized model save/load corruption." + "reason": "A flash_attention.py None-aux crash is not the same underlying bug as sinq model save/load breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer NoneType broadcast error." + "reason": "Slow/fast tokenizer inconsistency and NoneType in _gpu_broadcast_one are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning has nothing to do with GPT-oss CUDA out-of-memory." + "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are different issues." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile-time non-template-node error versus flash_attn import KeyError on Python 3.13; different failures." + "reason": "Template-node compilation failure is unrelated to the flash_attn import KeyError on Python 3.13." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different models and code paths: Qwen3.5 flash-attention generation issue versus DiffusionGemma pipeline failure." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug and TrainerState token-count tracking bug are related only at a high level, not the same underlying issue." + "reason": "Extra space after added token and num_input_tokens_seen not updating are different tokenizer/training-state bugs." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d in PixelDecoder and the other is memory overflow in a different model entry point." + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same change or failure." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Attention correctness on MPS with mismatched head dims is unrelated to a PyTorch version check in flex_attention imports." + "reason": "MPS attention correctness on mismatched head dims is unrelated to the PyTorch version check for AuxRequest import." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "Completely different bugs: torch.jit.script GeneratorExp export failure versus nonsensical SigLIP2 probabilities." + "reason": "torch.jit.script GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related crashes, but one is multimodal continuous batching with a string tensor error and the other is KV-cache continuation indexing." + "reason": "Continuous-batching multimodal crashes and KV-cache continuation tensor indexing are both serve bugs, but not the same concrete bug." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different model-level issues: Qwen3 auto device-mapping CUDA assert versus DeepSeek accuracy regression after upgrade." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and a DeepSeek accuracy regression are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." } ] }, @@ -8396,8 +8390,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -8482,7 +8476,7 @@ "issue:44521|issue:45290", "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "8e27222ad6dac4aa9c93d528547e79c8f347fd4c8b5a34c2a9c5f2b7289871ec", + "prepared_review_unit_hash": "59c613cc3163629ec4ad14a86cd4cefcbc99299dca9d4c84fd75cec284871b63", "component_budget": { "node_count": 484, "item_count": 484, @@ -8504,192 +8498,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: the soft-similarity pairs share broad subsystems, but not the same concrete bug or change. I would not merge any of the proposed edges.", - "confidence": 0.71, - "canonical_issue_reason": "No single issue cleanly subsumes the whole set. If one issue must anchor the cluster, issue:44521 is the closest fit because it is the most active and broadest concrete report in the only obvious subtheme (apply_chat_template / multimodal handling).", + "summary": "This cluster is heterogeneous: most items are unrelated product bugs, and the soft pairs are mostly same-subsystem but different failure modes. I would not merge any of the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the best representative issue in this set because it is open, broadly phrased, and has the highest discussion/inbound-reference activity among the items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue in this noisy set: it is active, well-discussed, and describes a concrete multimodal template bug that is closer to a reusable umbrella than the other isolated reports.", + "best_issue_reason": "issue:43873 has the strongest signal of an active, central bug report and is the most suitable single issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Different bugs: Gemma4Processor missing _tokenizer vs convert_rope_params_to_dict TypeError on JSON-loaded lists." + "reason": "Different bugs: Gemma4 processor attribute access vs rope-validation TypeError." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Different models and symptoms: tied lm_head in Mistral3 vs DeepSeek accuracy regression after upgrade." + "reason": "Different model problems: tied lm_head in Mistral3 multimodal generation vs a DeepSeek accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Unrelated failures: bfloat16 dtype mismatches in inference vs Wav2Vec2 save/tokenization failure." + "reason": "Different failure modes: dtype mismatch in inference vs save_pretrained/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Different code paths: missing flash-attention helper import vs meta-device model loading regression." + "reason": "Different code paths: flash-attention import error vs meta-device model loading regression." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different bugs: flash_attention sink-less crash vs AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Different components: flash_attention.py crash on s_aux=None vs AutoModelForCausalLM.from_config text_config unwrapping." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Different multimodal issues: processor.tokenizer regression vs batched video shape bug." + "reason": "Different bugs: processor.tokenizer/image handling regression vs batched video shape output." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Different concrete problems: Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaulting." + "reason": "Different models and issues: Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Tokenizer NER/padding crash is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer crash on NER/padding vs return_tensors being ignored; not the same bug." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family but different bugs: default mm_token_type_ids vs device_map='auto' forward device mismatch." + "reason": "Different bug classes: missing multimodal token type defaults vs device mismatch in Gemma4 PLE." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "No shared underlying bug: Gemma4 device placement vs return_tensors handling." + "reason": "Device placement bug vs tokenizer kwargs handling; unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor API regression and quantization offloading behavior are different subsystems and failure modes." + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression does not match OmDet-Turbo's input-size mismatch." + "reason": "Different issues: processor API regression vs video processor resolution mismatch." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are not the same concrete bug." + "reason": "BART generate decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Different import/backend errors: flash_attn KeyError vs tensorflow_text backend mapping ValueError." + "reason": "Both are import-related, but they concern different backends and modules." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is unrelated to a separate model-loading failure." + "reason": "Config default missing pad_token_idx is not the same as a model load regression." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM are different issues." + "reason": "Video processor batch-shape bug and tensor-parallel OOM are different problems." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA model failure is unrelated to ZeRO-3 gradient growth behavior." + "reason": "torch.compile/SDPA failure is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync issue and Qwen3.5 hidden_states regression are different code paths." + "reason": "Generation kwargs update bug and Qwen3.5 hidden-state bug affect different code paths." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config field regression and meta-device loading failure are unrelated." + "reason": "Config field regression vs meta-device loading failure; not the same underlying bug." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors: flash-support helper missing vs Qwen2_5_VL class export missing." + "reason": "Both are import errors, but for different symbols and modules." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness bug is unrelated to Kimi tokenizer codec regression." + "reason": "MPS attention correctness issue is unrelated to tokenizer codec handling." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path slash warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Local path trailing-slash import warning and SigLIP2 implementation discrepancy are different issues." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 example/model-processor issues are not the same as return_tensors being ignored." + "reason": "Documentation example errors are unrelated to return_tensors being ignored." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader JAX/HF discrepancy; not enough to treat as the same bug." + "reason": "Same model family, but one is zero probabilities in a specific model while the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization differs from LoRA merge collapse after vocab extension." + "reason": "Tied-weight serialization depends on device; LoRA merge collapse with extended vocab is a different failure mode." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to GraniteSpeech CI stale device override." + "reason": "Tokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "dtype drift between train/eval and Qwen3 MoE memory inefficiency are different issues." + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." + "reason": "Video vision_position_ids regression and FP8 inference failure on B200 are different problems." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one corrupts assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." + "reason": "Both involve chat templates, but one is assistant mask generation and the other is a tokenize=True crash on tool-call messages." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a missing Qwen2_5_VL import." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are unrelated." } ] }, @@ -9307,8 +9301,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -9391,7 +9385,7 @@ "issue:43927|issue:45698", "issue:37428|issue:42175" ], - "prepared_review_unit_hash": "4a025884af194dde90162a04460d58059d07e87effe6a1516e22bc65c8d852e7", + "prepared_review_unit_hash": "c61e23946491be6ff98f384c53b22744534c5fe62077cbb579fd628b3a700aae", "component_budget": { "node_count": 484, "item_count": 484, @@ -9413,180 +9407,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues that only share superficial subsystem/theme similarity. I would not merge any of the soft-edge pairs; most are distinct bugs across different models, tokenizers, loading paths, or runtime modes. No PRs are present in the cluster.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45698 is the best anchor because it is a broad, user-facing `from_pretrained`/`save_pretrained` correctness bug with multiple inbound references, making it the most plausible representative issue in this otherwise heterogeneous set.", + "summary": "The cluster is highly heterogeneous; the soft pairs are mostly superficial similarity matches, not true duplicates. None of the candidate pairs should be merged as the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45698 is the strongest triage anchor by activity and inbound references, but it is not actually a duplicate of the others; the set is too mixed to have a real canonical bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone representative: it concerns a concrete, high-impact model loading regression and is broader than the other narrowly scoped bugs in the list.", + "best_issue_reason": "Issue 45698 is the most suitable representative only because it is open and most referenced, not because it matches the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Both are model-specific memory/processing problems, but one is SAM3Video CUDA OOM and the other is Swin2SR over-padding. Different code paths and failure modes." + "reason": "Different failures in unrelated vision/image-processing paths: SAM3Video OOM vs Swin2SR over-padding." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated bugs in different subsystems." + "reason": "Tokenizer spacing bug and Trainer/_gpu_broadcast_one NoneType error are unrelated subsystems and symptoms." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc-example errors and unexpected key/position-id behavior are not the same bug; one is documentation/example breakage, the other a model input regression." + "reason": "SigLIP2 docs/model mismatch and unexpected position-id keys are distinct problems." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "These target different failures: a feature-extractor regression with an unsupported argument versus a device-map forward mismatch in Gemma4 PLE." + "reason": "LASR feature extractor center-arg crash is unrelated to Gemma4 device-map forward mismatch." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are separate import/error-path issues." + "reason": "Tokenizer protobuf error masking and missing import_utils symbol are separate import/runtime issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different numerical/runtime bugs." + "reason": "Both involve numeric precision, but they are different model-specific failures with different code paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint-resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error with a community CLIP model are distinct failure modes." + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP loading are not the same defect." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local path import warning and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying issue." + "reason": "Local-path import warning and tensor-parallel OOM on Qwen2 are unrelated load-time issues." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and qwen3_omni_moe helper behavior differ in model, mechanism, and symptom." + "reason": "torch.compile/SDPA failure in Bamba and feature-length helper bug in qwen3_omni_moe are different code paths." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A discussion about a DSA indexer activation choice and a v5 trust_remote_code import regression are unrelated." + "reason": "DSA indexer ReLU omission and removal of is_torch_fx_available are unrelated API/model regressions." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific regressions." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are not the same issue." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and output-embedding reinitialization after resize are separate issues." + "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are unrelated." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "These are both Flash Attention/model-loading themed, but one is XLMRoberta Flash Attention 2 support and the other is Llama 3.2 Vision model loading regression; not the same bug." + "reason": "Both mention model/attention support, but XLMRoberta FA2 and Llama 3.2 Vision loading are distinct bugs." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model behavior regressions." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure do not share a concrete code-path." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate() decoder_attention_mask bug and Trainer `_gpu_broadcast_one` NoneType error are separate code paths." + "reason": "Bart generate() decoder_attention_mask bug and Trainer broadcast NoneType error are unrelated failures." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 dtype drift during eval and undefined multimodal video-token helpers are different problems in different components." + "reason": "Embedding dtype drift in eval and multimodal token counting undefined names are unrelated." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "AutoTokenizer returning wrong token IDs and `return_tensors` being ignored with explicit `text_kwargs` are tokenizer API bugs, but not the same concrete defect." + "reason": "Tokenizer ID regression across many models and return_tensors being ignored are different tokenizer behaviors." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated multi-modal/data-processing issues." + "reason": "Qwen2.5-VL iterable dataset/multi-image failure is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are completely different model/runtime problems." + "reason": "German DistilBertModel issue and torch.jit generator-expression export failure are unrelated historical bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation problems in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "BF16 eval dtype mismatch and gradient checkpointing in eval mode are separate training/inference behaviors." + "reason": "BF16-to-FP32 eval dtype change and gradient checkpointing in eval mode are not the same defect." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id regression are different chat-templating versus multimodal-video bugs." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are separate conversation/multimodal issues." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 torch.jit decorator parsing error and Qwen3.5 kernel registration decorator issue are different import/registration failures." + "reason": "Python 3.13 IndentationError from comment placement and missing decorator registration are distinct syntax/registration bugs." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Both are crash reports, but one is an AMP/CUDA loss issue and the other is a flash_attention integration AttributeError on sink-less models; different root causes." + "reason": "LwDetr float16 AMP crash and flash_attention.py s_aux=None AttributeError are unrelated numeric/attention failures." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "BART generate-time mask bug and adafactor/deepspeed OOM are not the same underlying problem." + "reason": "Bart generate() mask bug and Adafactor+DeepSpeed OOM are different classes of problems." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig custom token IDs lost on save/load and wrong custom module loaded after save_pretrained are both persistence-related, but they affect different objects and failure modes." + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; not the same bug." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing `_flash_supports_window_size` import and missing TensorFlow backend in `pip install '.[torch]'` are unrelated packaging/import issues." + "reason": "Missing flash-attention helper import and TensorFlow backend packaging are unrelated import/dependency issues." } ] }, @@ -9605,8 +9599,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -9688,7 +9682,7 @@ "issue:44206|issue:44479", "issue:45372|issue:45406" ], - "prepared_review_unit_hash": "55290b9d98627aa678a3f3eae9893209e51dfe7c3b2d3441ac61bc31ab3db57c", + "prepared_review_unit_hash": "327ffedcaf3b0cd1e54dadd17a720dc03c351473b97596d16733a5867891f15f", "component_budget": { "node_count": 484, "item_count": 484, @@ -9710,102 +9704,102 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of transformer bug reports across unrelated models and subsystems. The soft pairs mostly share only broad themes like quantization, tokenization, generation, or device placement, but they do not describe the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set: it is open, has the most discussion/inbound references, and covers quantization/offloading behavior that overlaps the cluster\u2019s dominant theme more than the others.", + "summary": "This cluster is very heterogeneous: the soft pairs span unrelated bugs across tokenizers, generation, quantization, training, and model-specific regressions. I would reject all soft-edge merges; there is no clear same-root-cause duplicate pair here. No PRs are present in the cluster. If a representative issue must be chosen, issue 45229 is the clearest high-signal bug report.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45229 is the most actionable representative: it has a concrete runtime failure (multi-GPU CUDA OOM), substantial discussion, and a clear reproduction context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative because it is active, well-discussed, and general enough to anchor the cluster, whereas the other issues are narrower model-specific regressions or unrelated errors.", + "best_issue_reason": "Issue 45229 is the strongest overall exemplar because it is specific, high-impact, and well-scoped compared with the more ambiguous or highly specialized reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Both are video/chat-template style failures, but one is about tool-call assistant messages with no content and the other is a video processor padding bug; different code paths and symptoms." + "reason": "Different subsystems and failures: chat templating/tool-call handling vs video processor padding calculation." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "One is a Trainer/_gpu_broadcast_one NoneType error, the other is a DeepSpeed Adafactor OOM; both are training-related but not the same bug." + "reason": "Both are training-related, but one is a Trainer broadcast NoneType error and the other is a deepspeed/adafactor OOM; not the same bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both involve memory/offloading concerns, but they are model- and scenario-specific OOM reports rather than the same concrete failure." + "reason": "Both involve memory/offloading concerns, but the concrete failures and code paths differ: quantized offloading behavior vs multi-GPU inference OOM." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both affect v5 behavior, but one is removal of is_torch_fx_available breaking trust_remote_code models and the other is DeepSeek tokenizer output regression; unrelated implementations." + "reason": "Unrelated regressions: trust_remote_code import breakage vs tokenizer output correctness." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting issue and Trainer GPU broadcast TypeError are unrelated bugs." + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast failures." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both mention output/serialization differences between v4 and v5, but one is Pegasus generation output and the other is lm_head.weight serialization; different problems." + "reason": "Same broad version-change context, but one is generation output drift and the other is state-dict serialization of tied weights." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to quantization/offloading behavior." + "reason": "A local-path import warning is unrelated to quantization/offloading not working." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "A Python version compatibility issue is unrelated to a DeepSeekV3MoE implementation divergence." + "reason": "Python version compatibility is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different code paths with different triggers." + "reason": "Both are Gemma-related, but one is a flash-attention AttributeError and the other is a device-mapping mismatch during forward." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift during evaluation and Qwen2-57B-A14B-Instruct TP OOM are not the same defect." + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM on Qwen2-57B." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are large-model GPU issues, but one is an auto device-map cudaErrorAssert and the other is a multi-GPU inference OOM; not the same bug." + "reason": "Both are inference/device-memory failures, but the models, symptoms, and likely code paths differ." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings from sliding-window padding are unrelated." + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training-state issues." + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatches are different trainer-state bugs." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "A MacOS bus error with a CLIP model and SigLIP2 doc example errors are separate model/example problems." + "reason": "Different models and problems: MacOS bus error in CLIP loading vs SigLIP2 documentation/model-processor errors." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning for num_return_sequences are different issues." + "reason": "Flash-attention generation regression is unrelated to a stale warning for num_return_sequences." }, { "left": "issue:29127", @@ -9817,73 +9811,73 @@ "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different model-specific bugs." + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." + "reason": "Wav2Vec2 save/tokenization failures are unrelated to Fuyu's bare-except error handling." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are different subsystems and failure modes." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state caching are unrelated." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer/model issues." + "reason": "Different model families and failure modes: MLuke task handling vs Wav2Vec2 save/tokenization." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are different bugs." + "reason": "LayoutLMv2 NER/padding crashes do not share the same root cause as Wav2Vec2 save/tokenization failures." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor loading import error and flash_attention s_aux=None crash are separate failures." + "reason": "Gemma4 processor import failure and flash_attention s_aux handling are separate code paths and symptoms." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and rope-validation JSON-list TypeError are unrelated loading/config bugs." + "reason": "base_model_prefix loading regression is unrelated to rope-validation JSON list handling." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but clearly different operations and errors." + "reason": "Both mention quantization, but one is a model/config failure and the other is quantized saving; different bugs." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() decoder_attention_mask assignment error and Llama 3.2 Vision model loading regression are not the same code-path problem." + "reason": "BART generate-time decoder_attention_mask bug is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export issues and flash_attention s_aux=None crash are different export/runtime problems." + "reason": "Executable export/training-guard issues are unrelated to flash_attention AttributeError on s_aux=None." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Qwen video input regression are unrelated media-processing bugs." + "reason": "Both are regressions in vision/audio preprocessing, but they affect different processors/models and have different failure causes." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import failure and transformers serve missing _tokenizer attribute are different processor/service issues." + "reason": "Both are Gemma4-related, but one is processor import dependency breakage and the other is a serve-time missing-_tokenizer AttributeError; not the same concrete bug." } ] }, @@ -10242,8 +10236,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -10325,7 +10319,7 @@ "issue:44855|issue:45137", "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "0a4a844083778ce504364ab33cdd63424d6a3a02b6779e7569fd45a3f7a35d09", + "prepared_review_unit_hash": "27780157d47503890769cb0c3b8d4d03edda11e5be62844ebabec16f427f7ab7", "component_budget": { "node_count": 484, "item_count": 484, @@ -10347,174 +10341,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive mix of unrelated Transformers issues across different models, loading paths, tokenizers, vision/audio processors, and backend/quantization behavior. No soft edge looks like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items are not duplicates and span many unrelated regressions/features, so there is no single representative bug.", + "summary": "These items are mostly unrelated issue reports that only share broad model-family or subsystem wording. None of the soft pairs look like the same underlying bug/change, so I reject all soft edges and do not see a clear canonical issue in this set.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the collection spans many distinct bugs across different models, processors, configs, and loading paths, with no single issue acting as a duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these issues is a good umbrella representative for the cluster because the themes are too heterogeneous.", + "best_issue_reason": "No issue is a strong global representative because the set is not a tight duplicate cluster; the pairs are only loosely similar by theme, not by concrete code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Both are CI/backend-related, but one is a flash-attention runtime crash and the other is a stale auto-mapping reference; different code paths." + "reason": "Different failures: flash_attention sink handling vs auto_mappings referencing a removed config. Same general area, not the same bug." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different models and failures: missing hidden_states in CLIPVisionModel vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "CLIP vision hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated code paths." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "One is about gradient checkpointing in eval mode; the other is offloading with quantization. Same broad area, different bugs." + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are distinct issues." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL video/chat handling, but one is a batched apply_chat_template crash and the other is wrong vision_position_ids/rope scaling." + "reason": "Both involve Qwen2.5-VL, but one is a batching/padding crash in apply_chat_template and the other is wrong video position ids." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage is not the same as the patchtsmixer post_init API restriction." + "reason": "Missing fields from trust_remote_code config loading and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio processor sampling-rate defaulting and a feature extractor center-arg crash are separate preprocessing bugs." + "reason": "Audio processor sampling-rate defaulting and LASR feature extractor center-arg crash are different processor bugs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue is unrelated to the categorical-cardinality runtime error." + "reason": "Qwen3.5 flash-attention generation failure and category-count overflow are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and symptoms: recurrent state reset in modular_qwen3_5 vs Whisper batch_decode skip_special_tokens handling." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are different components and symptoms." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver positional-encoding/image-size failure are unrelated." + "reason": "Tokenizer loading failure for FastSpeech2Conformer and Perceiver interpolation failure are separate model/input issues." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning has nothing to do with Qwen recurrent-state caching." + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset have no shared bug mechanism." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading under accelerate and FastSpeech2ConformerTokenizer loading are different failure modes." + "reason": "BitNet packed-weight loading and tokenizer loading are unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access safety issue and DeepseekV3MoE divergence are separate code-path problems." + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different problem classes." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Missing tensorflow in a torch-only install is unrelated to a missing import-utils helper symbol." + "reason": "TensorFlow backend packaging and missing import_utils symbol are unrelated maintenance issues." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Bart decoder_attention_mask initialization are unrelated." + "reason": "XLM-RoBERTa FlashAttention2 support and BART decoder_attention_mask assignment are distinct bugs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API discrepancies, but they affect different models and different missing fields." + "reason": "Both mention config/API mismatches, but they concern different models and different missing fields; not the same concrete bug." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate zero loss in sequence classification are unrelated." + "reason": "Tokenizer loading in v5 and zero-loss sequence-classification behavior are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are not the same bug." + "reason": "SigLIP2 implementation parity and docs still referencing pipeline() are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + "reason": "patchtsmixer post_init policy and Qwen video-input regression do not share a code path." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding affect different models and preprocessing logic." + "reason": "Qwen2.5-VL rope scaling bug and Swin2SR image over-padding are both image-related but clearly different bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading bug and Gemma eos_token_id inconsistency are unrelated." + "reason": "Quantization/offloading behavior and Gemma eos_token_id mismatch are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg collision and list_repo_files revision forwarding are distinct API bugs." + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to ModelOutput key assignment when a prior value is None." + "reason": "CLIP hidden_states regression and ModelOutput key assignment with prior None are different behaviors." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading issues." + "reason": "FSDP CPU-efficient loading breakage and Qwen3-VL weight-shape mismatch are not the same issue." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload behavior do not share a concrete code path." + "reason": "Generic trust_remote_code missing-fields behavior and GPTNeoX rotary_pct reload loss are different config-loading bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are related only at a high level, not the same bug." + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM not unwrapping text_config are separate multimodal config issues." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque pop error are unrelated runtime failures." + "reason": "Python 3.13 decorator parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model-loading regression for a specific repo and a tensorflow_text backend mapping error are unrelated." + "reason": "Loading a specific model under transformers>=5.1.0 and an undefined tensorflow_text backend are unrelated." } ] }, @@ -10533,8 +10527,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -10618,7 +10612,7 @@ "issue:45803|issue:46170", "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "362f8bc808e6a0a6b35e91fae0315433cf45892b5501b388cdb3c451c8a26089", + "prepared_review_unit_hash": "5d5edcd6b549149946160d5830fb09702e7b8dd722753218b847e670ab32ec9e", "component_budget": { "node_count": 484, "item_count": 484, @@ -10640,186 +10634,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No pair looks like a true duplicate; the soft matches are mostly broad subsystem similarity rather than the same concrete bug. The most representative issue in this set is the active save/load regression around custom modules.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45698 is the strongest representative: it is open, has the most discussion/inbound refs here, and describes a concrete, broad save_pretrained/from_pretrained regression with custom module loading.", + "summary": "This cluster is mostly a set of unrelated issue pairs connected only by broad Transformers themes (saving/loading, generation, multimodal, compilation, etc.). I would keep the open save/load regression about custom modules as the representative issue for the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is the broadest, most central open regression in the set: it covers save_pretrained/from_pretrained behavior for custom modules, has the most discussion, and best represents the cluster\u2019s save/load-related failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the clearest user-facing failure, broadest impact, and strongest ongoing activity, making it the best single issue to anchor this cluster.", + "best_issue_reason": "issue:45698 is the best overall issue candidate because it is open, well-discussed, and describes a generic user-facing regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Different bugs: Qwen3-VL load-time weight shape mismatch vs Qwen3.5 save_pretrained checkpoint regression." + "reason": "Both involve Qwen models, but one is a load-time shape mismatch and the other is a save_pretrained regression; different failure modes and code paths." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different code paths: CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence." + "reason": "CLIP hidden_states handling and torch.compile attention-kernel divergence are unrelated bugs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Different failures: example script local dataset loading vs unrecognized model/config loading error." + "reason": "A local dataset loading failure in a training script is unrelated to an unrecognized-model/config.json loading error." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Different functionality: generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels." + "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics label truncation are different trainer behaviors." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer/model loading failure vs a bare-except bug in tensor conversion that hides interrupts/errors." + "reason": "Tokenizer auto-loading and Fuyu tensor conversion error handling are separate issues." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve persistence, but one is dequantized Ministral/Devstrals saving and the other is wrong custom module loading after save_pretrained." + "reason": "Both touch save/load workflows, but one is dequantized model saving and the other is custom-module loading after save_pretrained; not the same underlying bug." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated bugs." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel example failure is not the same as Qwen2 tensor-parallel OOM." + "reason": "A 3d_parallel.py runtime problem is not the same as Qwen TP loading out-of-memory." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM on a large Qwen2 load is distinct from a key error while loading MobileLLM-125M." + "reason": "OOM during large-model tensor-parallel loading and a KeyError on a different model are different failures." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention 2 support issue is different from the trainer _gpu_broadcast_one NoneType error." + "reason": "FlashAttention support and trainer GPU broadcast NoneType errors do not share a concrete code path." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA behavior is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import errors." + "reason": "Pipeline top_k output shape changes and a missing PyTorch ImportError are unrelated." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a different failure than checkpoint key mismatch." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked/generation/cache themes, but one is inconsistent outputs and the other is spurious recompilation from cache lazy init." + "reason": "Both mention chunked/compiled generation, but one is inconsistent outputs and the other is spurious recompilation from cache initialization; too different to merge." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper vs kernels import requiring version/revision are separate dependency/import problems." + "reason": "Missing import_utils availability helper and kernels v0.15 import failure are different dependency issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom model code regression around processor.tokenizer is not the same as a misleading pipeline translation-task error message." + "reason": "Processor/tokenizer API breakage and an incorrect pipeline translation error message are separate regressions." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question is unrelated to the missing transformers.onnx import error." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer image-handling regression is different from an eos_token_id config inconsistency." + "reason": "Different models and symptoms: processor/tokenizer image passing vs eos_token_id config inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Different symptoms and code paths: eos_token_id mismatch vs Whisper empty transcription after align_special_tokens." + "reason": "Gemma eos_token_id config mismatch and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Config API discrepancy is unrelated to image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are different bugs." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Install extras/backend packaging issue is not the same as the Gemma3TextConfig API discrepancy." + "reason": "Backend installation packaging and config API discrepancy are unrelated." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer junk are distinct transformer v5 issues." + "reason": "patchtsmixer post_init validation and non-persistent buffer junk initialization are not the same issue." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "eos_token_id config inconsistency is unrelated to the sinq quantization save/load breakage." + "reason": "An eos_token_id config mismatch is not the same as a quantized model save/load regression." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "General Transformers 5 initialization breakage is different from GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage and a GPTNeoX config field not persisting on reload are different levels of the stack." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file breaking tokenizer/model from_pretrained is not the same as an unrecognized model type in config.json." + "reason": "GGUF-related from_pretrained breakage and missing model_type in config.json are distinct loading errors." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 broken regression and a janus model test failure are unrelated." + "reason": "ESM2 breakage and a Janus image-generation test failure do not describe the same bug." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import being blocked by datasets." + "reason": "Fuyu tensor conversion exception handling and Trainer import problems with datasets are unrelated." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors is unrelated to the Windows ROCm torch.distributed dependency problem." + "reason": "Bare except swallowing errors and a Windows ROCm torch.distributed import/type issue are different code paths." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Tied lm_head weight bug in Mistral3ForConditionalGeneration is different from the FlashAttention failure in Ministral-3." + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failures are separate model-specific regressions." } ] }, @@ -10838,8 +10832,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -10919,7 +10913,7 @@ "issue:44855|issue:45588", "issue:43827|issue:43994" ], - "prepared_review_unit_hash": "928848e31bc6181ccad561d21094d434f1c62f52de166ce7decade5068c147ff", + "prepared_review_unit_hash": "0a69a9af2c3bbd7ce161fa968ce7430a484879165b2d89afda8fa97632c1a3c1", "component_budget": { "node_count": 484, "item_count": 484, @@ -10941,162 +10935,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-, processor-, cache-, or config-specific bugs. None of the soft edges look like true duplicates; they only share broad subsystems such as loading, cache, generation, or multimodal processing.", - "confidence": 0.18, - "canonical_issue_reason": "No clear duplicate family emerges; if one issue must represent the cluster, issue 45698 is the broadest and most central loading-related bug with the most discussion activity.", + "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs across cache handling, multimodal processors, configs, docs, and generation internals. All soft-edge candidates look like false positives rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best representative only in a weak sense: it is an actively discussed, broadly framed core loading bug, whereas the rest are mostly narrow, model-specific regressions.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length handling; different failure modes and code paths." + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length behavior for quantized cache; different bugs." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Both involve SAM3-related models, but one is a processor size mismatch and the other is memory overflow; not the same bug." + "reason": "Different models and failure modes: processor size mismatch vs SAM3 LiteText memory overflow." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different models and different regressions: CLIPVision hidden_states vs Qwen video-input handling." + "reason": "CLIPVision hidden_states regression is unrelated to the Qwen video-input regression." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated: one is a missing config attribute, the other is a backend registry error." + "reason": "One is a missing config field after a v5 update; the other is an unsupported tensorflow_text backend entry." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The first is a nonspecific placeholder issue; the second is a Gemma pipeline roundtrip bug with a specific token mismatch." + "reason": "No clear shared bug; one is a vague placeholder issue, the other is a Gemma pipeline roundtrip problem." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "One concerns a dummy Conv2d in a decoder; the other is an OOM in Sam3Video. No shared underlying defect is evident." + "reason": "Same SAM3 area, but dummy Conv2d in a decoder is not the same as a CUDA OOM in Sam3Video." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal/video related, but they hit different APIs and different model families." + "reason": "Both are multimodal/video-related, but they hit different processor code paths and different models." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Completely different subsystems: TensorBoard/TensorFlow backend installation vs a missing import_utils symbol." + "reason": "Completely unrelated backend-installation issue versus a missing import_utils helper." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "One is LoRA/vocabulary collapse with tied embeddings; the other is a Gemma 4 fine-tuning default for mm_token_type_ids." + "reason": "LoRA/extended-vocab collapse is unrelated to Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve model loading, but one is a legacy field in a preset and the other is custom-module resolution after save/load; not the same bug." + "reason": "Both involve loading/saving, but one is a legacy field preset load failure and the other is wrong custom module resolution after save_pretrained." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and different symptoms: Janus image generation test failure vs Qwen3.5 flash-attention generation issue." + "reason": "Different model families and symptoms: Janus test failure versus Qwen3.5 flash-attention generation bug." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Distinct training bugs." + "reason": "Metric gathering label truncation is unrelated to auxiliary-loss normalization." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus image-generation failure is unrelated to Sam3LiteText auto-mapping references." + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references in CI." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both touch cache/recurrent-state logic, but one is a general v5 chunked_prefill cache issue and the other is a Qwen3.5-specific recurrent reset bug." + "reason": "Both mention cache, but one is a missing GenerationMixin cache field and the other is recurrent-state reset in modular_qwen3_5." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "One is a concrete unsupported-model error for FA2; the other is a generic flash-attention issue with no evidence it is the same model/path." + "reason": "One is a model-specific unsupported Flash Attention 2 warning; the other is a generic Flash Attention 2 issue with no matching concrete code path." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different product areas: video-classification pipeline processor lookup vs SAM 3 video output attribute missing." + "reason": "Video-classification processor lookup bug is unrelated to Sam3VisionEncoderOutput missing attribute." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "A missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both are loading problems, but one is a local dataset script issue and the other is a model-loading regression for Phi-4 multimodal." + "reason": "Dataset loading for a script is unrelated to loading a multimodal model." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different bugs in different areas." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload are different configuration/runtime bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "One is about resized token embeddings and tied weights; the other is a local-path import warning with trailing slash handling." + "reason": "Embedding reinitialization on resize is unrelated to import warnings from trailing-slash local model paths." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both are serve-related, but one is KV-cache continuation indexing and the other is a Gemma4Processor missing _tokenizer attribute." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Completely unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve cache/loading, but one is a leaf-directory collision and the other is a FileNotFoundError from cache resolution; not the same underlying bug." + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory path collision and the other is a FileNotFoundError loading from cache; not the same bug." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import/torch.jit parsing issue is unrelated to a flash_attention AttributeError on sink-less models." + "reason": "Python 3.13 import parsing failure is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "One is stale documentation after pipeline removals; the other is a specific SigLIP2 inference-quality issue involving AutoModel and pipeline." + "reason": "Docs still referencing pipeline() is not the same as the SigLIP2 model producing bad outputs with AutoModel/pipeline." } ] }, @@ -13242,8 +13236,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -13327,7 +13321,7 @@ "issue:43873|issue:44945", "issue:45406|issue:46202" ], - "prepared_review_unit_hash": "36e4cb2e6eab4c25af3fe59e103c7529f6c6067956775a122cbc979bf53244fa", + "prepared_review_unit_hash": "96776eb68a2dcea979143c7cf6f884bfdb8f66f3dcabb5a0ebecb60cb730df59", "component_budget": { "node_count": 484, "item_count": 484, @@ -13349,193 +13343,172 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a collection of related-but-distinct Transformers regression and compatibility issues, mostly around v5 model/tokenizer/processor loading and model-specific edge cases. None of the suggested soft pairs look like true duplicates of the same underlying bug or change, so all soft edges are rejected.", + "summary": "Almost all items are unrelated bug reports across different models/APIs. Only the Qwen3.5 Moe loading reports look like a true duplicate pair; the rest differ in symptom, code path, or object type too much to merge confidently.", "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s main theme: Transformers v5 breaking custom model initialization / loading behavior. It best captures the general regression pattern seen across many of the other issues.", + "canonical_issue_reason": "issue:45375 is the best anchor among the near-duplicates because it states the likely root cause directly: a missing `deepstack_visual_indexes` field being dropped by `@strict`, which cleanly explains the broader Qwen3.5 Moe loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it describes a high-level v5 breakage that is representative of the broader family of loading/init regressions, rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45375 is the strongest global issue candidate: it is concrete, root-cause oriented, and more actionable than the generic follow-up loading-error report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained-related metadata, but one is tokenizer_class mismatch and the other is missing processor files; different failure modes and likely different fixes." + "reason": "Both involve `save_pretrained`, but one is a tokenizer class metadata mismatch while the other is missing processor files; different failure modes and artifacts." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both touch image/vision loading, but one is about incorrect SigLIP2 outputs from AutoModel/pipeline and the other is about a missing vision backend error in AutoProcessor." + "reason": "Both mention processor/model loading, but `43994` is about bad outputs from AutoModel/pipeline while `46726` is a missing-vision-backend import/crash path." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "General v5 custom initialization breakage versus a specific ESM2 regression; too broad to treat as the same bug." + "reason": "Both are model-related regressions, but one is custom model initialization under v5 and the other is an ESM2-specific breakage; not the same bug." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "These are unrelated performance/optimizer workflows in different parts of the stack and do not describe the same underlying defect." + "reason": "One is a data filtering slowdown regression, the other is DeepSpeed optimizer stepping twice; unrelated symptoms and code paths." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency is a config mismatch, while AttentionInterface.register changes behavior of registered functions; different code paths." + "reason": "Gemma eos-token configuration mismatch vs AttentionInterface registration behavior change; same broad area, but not the same underlying defect." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to the Chinese-language performance regression in data filtering." + "reason": "Checkpoint key mismatch during resume and a filtering performance regression are different problems with no shared code-path evidence." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are both quantization-adjacent but occur in different operations with different symptoms." + "reason": "One is quantized model saving failure, the other is GGUF loading failure; opposite directions and different loader/saver paths." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to the deepspeed optimizer-step duplication bug." + "reason": "Processor save file emission and DeepSpeed optimizer stepping are unrelated subsystems." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "Ministral FlashAttention failure and empty-list apply_chat_template crash are unrelated generation/templating problems." + "reason": "FlashAttention failure for Ministral-3 and an empty-chat-template IndexError are entirely different bugs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but one concerns sync_gpus/_update_model_kwargs behavior and the other chunked_prefill cache availability; different concrete failures." + "reason": "Both touch generation internals, but `_update_model_kwargs_for_generation` after `sync_gpus` and missing cache in `chunked_prefill` are distinct code paths." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 video encoder attribute error and trust_remote_code missing fields are separate initialization/data-shaping problems with no shared code path." + "reason": "SAM 3 vision encoder attribute loss and `AutoConfig.from_pretrained(..., trust_remote_code=True)` missing fields are different remote-code/config issues." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is about missing config fields being dropped and the other is a from_pretrained error at v5.4.0; not the same bug." + "accept": true, + "reason": "These look like the same Qwen3.5 Moe loading/config bug: one identifies the missing `deepstack_visual_indexes` field and the other reports the resulting `from_pretrained` failure on the same model family." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel ImportError for missing PyTorch is a dependency-environment issue, while sentence-transformers getting stuck loading is a runtime hang; different root causes." + "reason": "PyTorch-missing import error vs Sentence Transformers hanging on load; the symptoms and fixes are not the same." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque IndexError are unrelated model-loading versus distributed-training bugs." + "reason": "Model load failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "AutoImageProcessor import failure and image_utils nonexistent import are both import-related but refer to different symbols and likely different fixes." + "reason": "Both are import issues in vision utilities, but one is a missing top-level `AutoImageProcessor` export and the other is a nonexistent `image_utils` import; different breakages." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve processor/model loading without torchvision or vision backend, but one is a crash on missing torchvision and the other is an 'Unrecognized image processor' warning/error path." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes are both model-family issues, but one is a load-time error and the other is a config-field preservation bug." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are distinct tokenizer/decoding bugs with different affected models and code paths." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id during generation/config access." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated issues in different areas of the library." + "reason": "Both involve missing vision backends in AutoProcessor, but one is a video-model/torchvision-specific crash and the other is a generic image-processor error; not enough evidence of one concrete bug." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch is a specific example/error in docs or model usage, while the other is a backend-missing processor error." + "reason": "A SigLIP2 documentation example with model/processor mismatch and quantization failure is not the same as backend-missing AutoProcessor behavior." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "The generic bug report provides no concrete symptom; gemma-4 zero3 from_pretrained is a specific DeepSpeed-related loading issue." + "reason": "The generic bug report has no concrete technical content, and the Gemma-4 Zero3 issue is a specific from_pretrained failure." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading problem and continue_final_message with mistral_common tokenizer are different tokenizer-related bugs with different APIs." + "reason": "Tokenizer loading in v5 and `continue_final_message` for mistral_common tokenizers are different tokenizer bugs." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 vision encoder attribute error and qwen2.5-vl video position-id bug are different multimodal model regressions." + "reason": "SAM 3 missing attribute vs Qwen2.5-VL video `vision_position_ids` are unrelated model-specific failures." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 behavior settings issue is unrelated to InternVL2 remote-code/meta-initialization incompatibility." + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Missing nn import in sentence-transformers integration and Qwen3.5 kernel registration decorator error are unrelated import/registration failures." + "reason": "Sentence-transformers import `nn` NameError and Qwen3.5 kernel registration failure are different import/registration bugs." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Both are generation/attention related, but one is a cache update issue and the other is a torch.compile branching divergence problem." + "reason": "Generation kwargs update after `sync_gpus` and attention-kernel branching under `torch.compile` are separate runtime paths." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different training/inference failures." + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different training/inference issues." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is a processor implementation bug, while Gemma pipeline roundtrip on \u2581 is a tokenizer/pipeline text-processing issue." + "reason": "Gemma4Processor missing `_tokenizer` and Gemma pipeline roundtrip on `\u2581` are both Gemma-related, but they fail in different layers and do not look like the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:45375 and issue:45478, is well-supported by matching Qwen3.5 Moe from_pretrained failure context and the specific missing-field root cause. The remaining pair rejections are mostly cautious and align with distinct symptoms/code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16039,8 +16012,8 @@ "review_unit_count": 58, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ @@ -16128,7 +16101,7 @@ "issue:36683|issue:43582", "issue:44380|issue:45479" ], - "prepared_review_unit_hash": "708f5ed88ac4dffd3401902b67b78ef70f01b92c75a852c5c505bb86e36b3ab9", + "prepared_review_unit_hash": "f9ffb9cd21bb5b15e80b32834083b6d5da639e16296c80a623821048fda996b3", "component_budget": { "node_count": 484, "item_count": 484, @@ -16150,210 +16123,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated bug reports across different Transformers subsystems; none of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 46752 is the strongest single representative to anchor this mixed set: it is open, highly referenced, and describes a concrete user-facing crash with clear reproduction impact.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs in loading, tokenizers, processors, saving, compilation, and model-specific behavior. None of the soft edges look like the same underlying issue, so they should all be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 46752 is the strongest representative if one must be chosen: it is open, user-facing, and has the most inbound references/discussion among the set, but the overall cluster is too diverse to treat as a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46752 is the best issue candidate because it has the highest inbound reference count and an explicit runtime failure, making it the most central/high-signal report in the set.", + "best_issue_reason": "Issue 46752 is the best global issue candidate because it is current, has the highest external interest in this set, and describes a concrete crash with clear user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same model family and video processor area, but one is a padding bug and the other is a num_frames semantic mismatch; different fixes." + "reason": "Same model family, but one is a padding bug and the other is a num_frames semantics mismatch; different concrete failures." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an apply_chat_template IndexError are unrelated failures." + "reason": "A noisy logging message is unrelated to an empty-list apply_chat_template crash." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Missing set_seed in integration tests is unrelated to a logging message issue." + "reason": "Seed-related test flakiness and logging noise are different problems." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A tensor dtype/transpose bug is not the same as an accuracy regression after a version upgrade." + "reason": "Both mention DeepSeek, but one is a tensor operation bug and the other is an accuracy regression across versions." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different code paths." + "reason": "Different import errors for different symbols; no evidence they stem from the same missing export." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed config flag warning is unrelated to quantization offloading behavior." + "reason": "Removal of a config flag and quantization offloading behavior are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "These are distinct tokenizer bugs: AddedToken argument conflict versus mapping lookup returning None." + "reason": "A tokenizer AddedToken constructor error is not the same as TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback and an image-text pipeline failure are different underlying problems." + "reason": "Tokenizer mapping fallback logic and a DiffusionGemma pipeline crash are different code paths." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer lifecycle failure and an import conflict with datasets are not the same bug." + "reason": "Trainer evaluation failure after training is unrelated to importing Trainer only when datasets is installed." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage is unrelated to a missing embed_tokens weight on load." + "reason": "Local-files-only network leakage and missing embed token weights are separate bugs." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file and auto-docstring annotation handling are unrelated." + "reason": "AutoProcessor kwarg propagation and auto-docstring annotation handling are unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling being ignored and cache lazy init recompilation are different code-path issues." + "reason": "SDPA/FlashAttention config being ignored is not the same as chunked-prefill recompilation from cache lazy init." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor/torchvision handling is unrelated to tokenizer mapping None handling." + "reason": "Missing torchvision handling for AutoProcessor and tokenizer mapping None are unrelated." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and an invalid backend mapping entry are different compatibility issues." + "reason": "Python 3.14 import failure and tensorflow_text backend validation are different compatibility issues." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model save failure and pipeline save_pretrained limitations are not the same defect." + "reason": "Saving dequantized specific models and saving Pipeline objects are different save_pretrained failure modes." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model saving after dequantization is unrelated to an infinite-loop generation bug." + "reason": "A save failure for dequantized models is unrelated to an infinite-loop generation bug." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and a Bamba torch.compile SDPA failure do not share a concrete code-path." + "reason": "Training-size bugs in xLSTM and torch.compile SDPA failure in Bamba are separate model-specific issues." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "The translation-task v5 message issue is unrelated to pipeline serialization." + "reason": "Pipeline translation-task messaging and Pipeline object serialization are unrelated." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 warning during compile is not the same as a Bamba SDPA compile failure." + "reason": "A PyTorch warning about bf16 compilation is not the same as an SDPA compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes and a noisy log message are separate maintenance issues." + "reason": "Leftover dummy classes and noisy logging are unrelated maintenance issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are different warnings triggered by different model/config combinations." + "reason": "These are different warnings with different causes: precision casting versus tie_word_embeddings configuration." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing weights on load and shard-size defaults in save_pretrained are unrelated." + "reason": "Missing UMT5 weights and the default 50GB shard size are unrelated save/load concerns." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and a separate reproduction of another issue are not the same bug." + "reason": "Wrong tokenizer decoder type and a reproduction of another issue do not match as the same bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support in one model and a Python version compatibility report are unrelated." + "reason": "Flash Attention support in a model and Python version compatibility are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both mention attention backends, but they concern different models and different failures." + "reason": "Model FlashAttention support and GPT2 attention scaling under backends are different problems." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config warning and a generic noisy log message are not the same issue." + "reason": "A removed tie_embeddings flag and a noisy logging message are not the same issue." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated." + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated model failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Ignoring GPT2 attention scaling is not the same as AttentionInterface.register changing function behavior." + "reason": "Backend-specific attention scaling and AttentionInterface.register behavior change are different code paths." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and an import failure caused by datasets are unrelated." + "reason": "An optional post_init restriction on patchtsmixer is unrelated to importing Trainer with datasets installed." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription failure is unrelated to the Trainer import conflict." + "reason": "Whisper empty-transcription generation failure and Trainer import pollution are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained behavior and a Qwen3.5 MoE from_pretrained error are related by model family only, not the same bug." + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different MoE-related issues." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling backend behavior and degenerate zero loss in classification are different defects." + "reason": "Attention scaling under SDPA/FlashAttention and single-label-classification zero-loss degeneration are different bugs." } ] }, @@ -20325,13 +20298,13 @@ { "label": "pull_request", "component_index": 1, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -20341,12 +20314,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "0f8aa36d72d6dcd0297fb224b3f3ae70c962a849407cc8f294d17742e353777b", + "prepared_review_unit_hash": "a0887727fa7d527e4868701b88149b9d89e9c90ded8417b3a92c9fddddea6b36", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, + "serialized_chars": 7223, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20354,7 +20327,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, + "serialized_chars": 7223, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20363,18 +20336,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 introduces the base VibeVoice integration, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and broader generation/auto-registration updates.", + "summary": "These are related VibeVoice pull requests, but they cover different scopes: the first adds the base model integration, while the second adds a realtime variant plus an acoustic tokenizer. They overlap on shared package wiring, but they do not look like the same concrete change.", "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the cleaner canonical representative of the base VibeVoice implementation; #42781 is a later, broader realtime extension rather than the same change.", + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the original, broader VibeVoice implementation and provides the base integration that the later realtime work builds on.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best single representative for the cluster because it captures the initial VibeVoice feature, while #42781 targets a distinct realtime follow-up.", + "best_pr_reason": "PR 40546 is the best representative of the cluster since it covers the core VibeVoice codepath and is the main foundational integration; PR 42781 is a later, narrower extension for realtime support.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share VibeVoice files, but #40546 implements the core model integration and #42781 adds realtime/acoustic-tokenizer functionality. The concrete code paths and merge intent differ, so they should not be deduplicated." + "reason": "Reject: the overlap is mostly shared VibeVoice scaffolding and docs, but 40546 implements the base model while 42781 adds realtime support and an acoustic tokenizer. They are related follow-ups, not the same underlying change, and would not plausibly be merged into one PR." } ] }, @@ -20388,13 +20361,13 @@ { "label": "pull_request", "component_index": 2, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -20404,12 +20377,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ec66e6b7b3b5f17e9e721a46267735f902f397879e0af00a6c3880c8b0f627ee", + "prepared_review_unit_hash": "a48b9f20ea36c06169073809df7b0777914a440b26d9871d60733b114aecc170", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20417,7 +20390,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20426,18 +20399,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting versus DINOv3 image classification support. They do not fix the same code path and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue in the cluster. If choosing a representative PR, the DINOv3 image-classification support is the more focused, self-contained change with clearer scope.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41224 is the better representative because it is a narrowly scoped model-capability addition with concrete integration points, whereas PR 40755 is a broader forecasting feature spanning docs, utilities, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different user-facing features; they do not appear to fix or add the same underlying change." + "reason": "Different models, different tasks, and different code paths. TimesFM covariate forecasting and DINOv3 image classification are not the same underlying change." } ] }, @@ -20451,7 +20424,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20514,13 +20487,13 @@ { "label": "pull_request", "component_index": 4, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41855-14", "nodes": [ @@ -20560,12 +20533,12 @@ "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e387316eff93c63c375da0fbf496af057334c85b77955c6e3996e214bf557e86", + "prepared_review_unit_hash": "355f177a0ac5cb93bb83b952fb2c9e45e9c9f3281fc8bbbf938468811b5434f1", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 36846, + "serialized_chars": 36845, "estimated_input_tokens": 9212, "estimated_eval_tokens": 18680 }, @@ -20573,7 +20546,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 36846, + "serialized_chars": 36845, "estimated_input_tokens": 9212, "estimated_eval_tokens": 18680 }, @@ -20582,132 +20555,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one true duplicate pair is present: the two fixed_cross_entropy PRs both patch the same loss path to forward nn.functional.cross_entropy kwargs. All other soft-similarity pairs are false positives across unrelated models/features.", - "confidence": 0.96, + "summary": "This cluster is mostly unrelated PRs; the only strong duplicate is the pair of fixed_cross_entropy changes for the same cross-entropy kwargs support issue. I\u2019d keep PR 43251 as the representative and reject the rest as distinct changes or tests/docs/model additions.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative of the duplicate pair because it directly targets issue #43240 and includes the substantive fixed_cross_entropy kwargs forwarding change.", + "canonical_pr_reason": "PR 43251 is the clearest representative: it directly targets issue 43240, changes only the relevant loss utility, and describes the underlying behavior change explicitly.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative of the cluster\u2019s only real overlap: it addresses the concrete loss-utils bug with the most explicit tracking and fuller implementation.", + "best_pr_reason": "PR 43251 is the best single PR to keep because it is issue-linked, narrowly scoped to the actual bug, and overlaps almost exactly with the duplicate variant 43254.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Both are tokenizer/model-adjacent, but one adds Mistral tokenizer methods and the other adds a new MobileLLM model; different code paths and no shared bug/change." + "reason": "Different areas: Mistral tokenizer API methods vs adding a new model implementation." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions vs. Executorch dynamic-shape export tests are unrelated changes." + "reason": "Tokenizer method additions are unrelated to executorch export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and a new MobileLLM model are separate features touching different subsystems." + "reason": "Processor auto-loading robustness is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs forwarding and adding MobileLLM are unrelated." + "reason": "Cross-entropy kwargs fix and a new model PR are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "One fixes cross-entropy kwargs forwarding; the other is a Mistral4/model-test refactor. Shared ML context is too broad." + "reason": "Loss utility kwargs support is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 test/model fixes are not the same underlying change." + "reason": "Executorch dynamic-shape export tests do not match Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + "reason": "Executorch export testing and MobileLLM model addition are different workstreams." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs. config-class resolution order fix; different code paths and purposes." + "reason": "New model addition is unrelated to the config-resolution ordering fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model scaffolding and Falcon output-collection refactoring are unrelated." + "reason": "Adding MobileLLM is unrelated to Falcon output-capture refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill/docs are different changes with no shared implementation target." + "reason": "Falcon refactor and model-creation skill scaffolding do not fix the same code path." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 fixes are distinct model-specific changes." + "reason": "Falcon forward refactor is unrelated to Mistral4 test failures." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work and CLIP-family layrnorm renaming are unrelated despite both touching model code." + "reason": "Mistral4 tests and the layrnorm/layernorm rename are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and chat-response parsing updates are separate features." + "reason": "Model tests for Mistral4 are unrelated to chat response parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:46744", "accept": false, - "reason": "Mistral4 tests/model changes and MPS documentation updates are unrelated." + "reason": "Mistral4 test fixes are unrelated to Apple Silicon documentation updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration are different code paths." + "reason": "Mistral4 tests and adding the TDT loss kernel are distinct changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and the model-creation skill are not the same change; the shared auto/modeling file touch is incidental." + "reason": "Shared auto/modeling filenames aside, these target unrelated features: Mistral4 tests vs model-creation skill content." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding a model-creation skill are separate additions, not duplicates." + "reason": "MobileLLM model code and the model-creation skill PR are not the same artifact or fix." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and config resolution-order logic are unrelated." + "reason": "Mistral4 tests and config-resolution ordering fixes are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change fixed_cross_entropy in loss_utils to forward supported nn.functional.cross_entropy kwargs (notably weight/label_smoothing); same underlying bug and mergeable into one PR." + "reason": "Both PRs fix the same cross_entropy kwargs passthrough in fixed_cross_entropy for issue 43240; the diff is a minor variant of the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only clearly mergeable duplicate pair is pull_request:43251 and pull_request:43254, which both patch src/transformers/loss/loss_utils.py to forward supported cross-entropy kwargs for the same underlying bug (#43240). The other pair verdicts stay conservative and are supported by the diffs shown; no soft-edge case is overstated into a true duplicate." + "feedback": "The summary is grounded in the packet: PR 43251/43254 is the only clearly mergeable duplicate pair, and the rest are reasonably treated as distinct workstreams. The duplicate verdict is conservative and supported by the shared issue target and identical file, and the rejected pairs do not look like a single PR for the same bugfix." }, "evaluator_used": true, "retried": false, @@ -20718,13 +20691,13 @@ { "label": "pull_request", "component_index": 5, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -20734,7 +20707,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "83f85928075f8848ab9f581f2d89e7c08bb8de550c7d3fcd4691aa03309e0bcd", + "prepared_review_unit_hash": "42759c18f8eb734582f0f84016bb5d7e11ffee92d4a383a56889c2c12968c862", "component_budget": { "node_count": 2, "item_count": 2, @@ -20756,18 +20729,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated CI-maintenance PRs: one upgrades core GitHub Actions used for Node 24 compatibility, the other bumps docker/build-push-action and a few other actions to newer versions. They overlap in workflows, but not in the underlying change or fix.", - "confidence": 0.95, + "summary": "Both items are PRs that broadly update GitHub Actions, but they target different dependencies and problems: PR #42975 is a Node 24 compatibility sweep across many workflow actions, while PR #42976 bumps docker/build-push-action in container-build workflows. They overlap in files but not in the concrete change or bug fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more concrete and well-scoped change: it targets the specific Node 24 compatibility upgrade for core GitHub Actions (checkout/cache/upload-artifact) across workflows.", + "canonical_pr_reason": "No single canonical PR: these are distinct workflow dependency upgrades affecting different action families and failure modes.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative because it has a clearer single purpose and a tighter underlying rationale than the broader 'latest versions' updater in 42976.", + "best_pr_reason": "PR #42975 is the broader representative of the cluster, but it is not a duplicate of #42976; #42976 is a narrower Docker action bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are CI workflow upgrade PRs, but they update different action families for different reasons: 42975 focuses on Node 24-compatible versions of checkout/cache/upload-artifact, while 42976 upgrades docker/build-push-action and other actions. They do not fix the same concrete bug or represent one mergeable change." + "reason": "Shared workflow files are not enough here: #42975 upgrades core GitHub Actions for Node 24 compatibility, while #42976 only bumps docker/build-push-action. They address different underlying changes and would not plausibly be merged as one duplicate PR." } ] }, @@ -20781,13 +20754,13 @@ { "label": "pull_request", "component_index": 6, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-7", "nodes": [ @@ -20813,106 +20786,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "66ef9be33f547a3d751755f1b4b7cd44f1ac9c66c7a45539df8dd08ff08eb20f", + "prepared_review_unit_hash": "483accfe6aaef354cd66805b9ac3a5358c1236daae480245422e30b245a43b69", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24619, - "estimated_input_tokens": 6155, - "estimated_eval_tokens": 12566 + "serialized_chars": 24621, + "estimated_input_tokens": 6156, + "estimated_eval_tokens": 12568 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24619, - "estimated_input_tokens": 6155, - "estimated_eval_tokens": 12566 + "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 heterogeneous and does not contain clear duplicates. Most PRs are independent model additions or infrastructure changes; the closest pair is the Step3p7 Flash implementation and a separate WIP conversion/debugging PR, but they still look like different scopes and should not be merged as duplicates.", - "confidence": 0.75, + "summary": "These are mostly independent PRs that all add different models or infrastructure, so there is no true duplicate cluster. The only close pair is Step3p7 vs the WIP step_3_7_flash repo, but one is the actual model integration and the other is supporting mini-model/script work, so I would not merge them as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "43451 is the strongest standalone PR here: it is a large, self-contained model addition with docs, processors, tests, auto-mapping updates, and the highest review activity.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43451 is the best overall representative PR in this set because it is the most complete and mature implementation among the unrelated model-addition changes.", + "best_pr_reason": "PR 46562 is the clearest standalone representative in the set: it has a focused model integration with docs, tests, and an explicit issue link. The other items are distinct model additions or unrelated infrastructure changes.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo). They only overlap on boilerplate docs/auto-registration files, not the same code-path change." + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto-mapping boilerplate is not enough to treat this as the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models and different functionality; shared auto/docs edits are incidental and do not indicate the same underlying change." + "reason": "Different model families: ViT NEPA vs Molmo2. Similar new-model plumbing, but not the same code-path or bug." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions. The overlap is limited to generated docs/auto-mapping scaffolding." + "reason": "Different additions: ViT NEPA vs CTSM. Same broad pattern of model registration, but unrelated implementations." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "ViT NEPA model addition vs distributed configuration infrastructure; clearly different changes." + "reason": "Unrelated changes: a model addition vs distributed configuration support." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related model names but distinct model implementations and PR scopes; not the same underlying bug or change." + "reason": "Molmo and Molmo2 are related by name, but they are separate model families/releases with different configs, files, and implementation targets." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different models with only broad framework boilerplate in common." + "reason": "Molmo vs CTSM are unrelated model additions, not the same underlying bug or feature." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model addition versus distributed-config infrastructure; no duplicate change." + "reason": "A model addition and distributed config support are different changes; no common concrete code-path problem." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are separate model additions with different code paths and files." + "reason": "Molmo2 vs CTSM are different model families and different integration targets." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Unrelated scopes: model addition and distributed configuration plumbing." + "reason": "Molmo2 model integration is unrelated to distributed config plumbing." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 Flash are different models; shared auto-registration files are not enough to treat them as duplicates." + "reason": "CTSM time-series model integration is unrelated to Step3p7 Flash multimodal model integration." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition and distributed config are distinct changes." + "reason": "CTSM model addition vs distributed config support are different problems." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Both are about Step3.7 Flash, but one is the core model addition and the other is a WIP conversion/debugging PR with mini-model assets; they are related but not the same mergeable change." + "reason": "Step3p7 model integration and the WIP step_3_7_flash mini-model/scripts are related project work, but not the same concrete change and not plausibly one merged PR." } ] }, @@ -20926,13 +20899,13 @@ { "label": "pull_request", "component_index": 7, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43291-8", "nodes": [ @@ -20961,118 +20934,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "60248d3a984c2f99df55c0e39f4b46828c2222ce5426cadf2355cbffb1521139", + "prepared_review_unit_hash": "62554a02b5c80a56410629ecd9e4ea5936fcadca3e9e1f0337ed5e84af529003", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23167, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "serialized_chars": 23153, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23167, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "serialized_chars": 23153, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated test-only changes, docs/typo cleanup, CI/integration fixes, and distinct runtime bug fixes. I did not find any PR pair that clearly fixes the same concrete code-path problem.", - "confidence": 0.97, + "summary": "This is a heterogeneous cluster of unrelated pull requests: Whisper test cleanup, tie_weights backward-compatibility, model test failures, FP8 dequant fixes, doctest cleanup, generation watermarking behavior, CI memory limits, and typo-only edits. They share only shallow similarity, so none should be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46380 is the best representative anchor because it contains a concrete runtime bug fix in generation config validation, explicit code changes, and test coverage; the other PRs are mostly unrelated docs, typos, CI, or different subsystems.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46380 is the strongest standalone fix in the set: it addresses a specific validation bug and has broader test-backed impact than the narrower or unrelated PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode/batch handling is unrelated to CLIP/ViT test assertion changes; different models and different failure modes." + "reason": "Different codepaths and goals: Whisper tokenizer/test fixes vs unrelated model test assertions in CLIP/ViT." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp decoding is unrelated to FP8 dequant/model-loading changes; different code paths and bug types." + "reason": "Whisper decoding changes are unrelated to FP8 dequant/model-loading fixes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer logic is unrelated to generation watermarking validation and CI/test fixes." + "reason": "Whisper tokenizer/test work is unrelated to generation watermarking validation fixes." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility aliasing for tie_weights is unrelated to broad typo cleanup across code files." + "reason": "Backward-compatibility shim for tie_weights is unrelated to a broad typo/doc/code cleanup PR." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to Phimoe integration-test CI/environment changes." + "reason": "Ad hoc failing assertions in model tests are not the same underlying change as Phimoe CI/integration stabilization." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test assertion edits do not match the FP8 dequantization/model-loading bug fix in the other PR." + "reason": "Model test edits do not match the FP8 dequant/model-loading bug being fixed here." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Model test changes are unrelated to the generation config watermarking validation fix." + "reason": "Unrelated test-only failures vs generation config/watermarking behavior fix." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Failing test edits are not the same change as code typo cleanup across many modules." + "reason": "Test failures in CLIP/ViT are unrelated to typo cleanup across code and docs." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/model-loading work is unrelated to Phimoe integration-test CI infrastructure." + "reason": "FP8 dequant/model-loading changes are unrelated to Phimoe integration test infrastructure." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These fix different runtime areas: FP8 quantization/loading versus generation watermarking validation." + "reason": "Different bug classes: FP8 quantization path vs generation watermarking config validation." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 dequantization bug fix is unrelated to typo-only code cleanup." + "reason": "Shared files are incidental; FP8 dequant fixes are not the same as typo-only edits." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation fixes are not the same underlying change as code typo cleanup." + "reason": "Doctest formatting cleanup is distinct from general typo fixes in code and docs." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/watermarking validation changes are unrelated to Phimoe CI/test-environment fixes." + "reason": "Generation validation bug fix is unrelated to CI environment changes for Phimoe tests." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Generation config/runtime validation fixes are unrelated to broad typo cleanup." + "reason": "Watermarking config validation and broad typo cleanup are different changes." } ] }, @@ -21086,13 +21059,13 @@ { "label": "pull_request", "component_index": 8, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-3", "nodes": [ @@ -21105,12 +21078,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "2247017090950a5e0b8b60711f20fdf24d58013d38f78d101c31e01af7d94eae", + "prepared_review_unit_hash": "a5c01e3a3696f63322f0e5c2ef7d1d293c5cc31593fb74204cc65924bf2dbe45", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -21118,7 +21091,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -21127,30 +21100,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are distinct \"don't merge\" test/infra changes, not the same underlying bug or code change. The soft similarities are superficial, so every pair should be rejected. If a representative PR is needed, 43532 is the broadest multi-file change.", + "summary": "All three PRs are unrelated synthetic/test changes. They only look similar because they are small \"don't merge\" repo-check edits, but they touch different code paths and would not be mergeable as one PR.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "43532 is the most substantial multi-file PR and the best cluster representative, but it is not a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: each PR targets a different subsystem (packaging/test deps, CI comment workflows, and security-gate workflow), so there is no single duplicate change to anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "43532 has the richest context and the widest scope; the other two are narrower, unrelated workflow/test checks.", + "best_pr_reason": "No PR is a strong cluster representative because the edits are distinct and not duplicates; at most they share a superficial pattern of repo bot/workflow testing.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Repo-bot/version-test PR vs. workflow security-gate PR; different files, different purpose, no shared underlying change." + "reason": "Different changes: one edits setup/dependency/test files, the other changes the PR security-gate workflow. Shared \"don't merge\" style is superficial, not the same bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One is a setup/version test PR, the other is a workflow/show-diff plumbing PR; shared Vit test filename is incidental." + "reason": "These touch different problems and files: packaging/version/dependency tweaks vs. CI comment/workflow logic plus test helpers. They are not one concrete change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch CI/workflow areas, but one rewires self-comment/show-diff logic while the other changes a security-gate trigger; not the same fix." + "reason": "Both are workflow-oriented, but they modify different workflows with different behavior changes. They are not plausibly mergeable into one duplicate PR." } ] }, @@ -21164,13 +21137,13 @@ { "label": "pull_request", "component_index": 9, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -21180,12 +21153,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "4fc3761730923642d0526d42e498488c48fad9a05651aa0d04c9e3477a115f62", + "prepared_review_unit_hash": "cb525d49d325ca7e17ceb66f70420d7fa4e1d466cf283a68d827340e5f593117", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21193,7 +21166,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21202,18 +21175,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different pipelines: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They overlap in a broad area but do not appear to fix the same concrete code-path problem, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share docs/infrastructure changes, but the underlying APIs, model wiring, and tests target different tasks, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical PR: 43612 and 43613 implement different segmentation pipelines and should be tracked separately.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger representative of the cluster because it is the broader, more integrated pipeline addition with more model and test coverage, but it is still a distinct feature from #43612.", + "best_pr_reason": "If a single representative is needed, 43613 is the broader PR with more model/test integration, but it still should not subsume 43612 because they address different pipelines.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features with different targets and file sets: concept segmentation vs visual segmentation. Similar area, but not the same underlying change and not something that would plausibly be merged into one PR." + "reason": "Different user-facing pipelines and code paths: concept segmentation vs visual segmentation. Shared docs/boilerplate does not make them the same change." } ] }, @@ -21227,13 +21200,13 @@ { "label": "pull_request", "component_index": 10, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -21243,7 +21216,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "ab9195fd16d2f6a16ab392f214279be033018f7ca10e63fce5d305d8b8595879", + "prepared_review_unit_hash": "ca3cc3ab0e6b6f1adffb27adc5748d62dd95f458de42e1e40c9375a43c62175f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21265,18 +21238,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate trainer enhancements in the same file: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column filtering for custom trainers. They share `trainer.py` but target different code paths and are not duplicates.", - "confidence": 0.97, + "summary": "Two open PRs touch the same trainer file but implement different extensibility hooks: one for gradient-accumulation loss scaling, one for signature-column filtering. They are not duplicates and should remain separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the pair is not a duplicate; each PR addresses a distinct trainer behavior change.", + "canonical_pr_reason": "PR #43651 is the better representative of the cluster only because it has more discussion and a clearer, self-contained behavior change in training-step loss scaling.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative because they fix unrelated problems. If forced to pick a single representative for the cluster, the gradient-accumulation change is slightly more substantive, but the cluster should not be merged.", + "best_pr_reason": "PR #43651 is the strongest standalone candidate, but it is not a duplicate of #43663; it introduces a distinct trainer hook for GA loss scaling rather than column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer behaviors: GA loss scaling vs. dataloader column/signature filtering. Same file only; they do not appear mergeable into one PR for the same bug/change." + "reason": "Different code-path problems and different extension points in trainer.py: one changes gradient-accumulation loss normalization, the other refactors input-signature column filtering. Shared file/subsystem is not enough to treat them as the same change." } ] }, @@ -21290,13 +21263,13 @@ { "label": "pull_request", "component_index": 11, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-2", "nodes": [ @@ -21306,12 +21279,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "8c35880c9033d888c0439892ff02b5b38284d362bc14d95c50ca8c4e674340ba", + "prepared_review_unit_hash": "ac568c1d22e6c65524a798f9b2121a737d6906bed8cac9885e2ba65254a600a9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21319,7 +21292,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21328,18 +21301,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file and both mention a TypeAdapter NameError in the CLI, but they appear to fix different annotation-evaluation problems with different scopes.", - "confidence": 0.87, + "summary": "Two separate CLI typing/fallback fixes in the same file: one for early annotation evaluation / future annotations, and one for missing `TypeAdapter` import when pydantic is absent. They overlap syntactically but target different failure modes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the stronger representative because it applies the broader root-cause fix in `serve.py` by postponing annotation evaluation and cleaning up type hints, rather than only patching one referenced annotation.", + "canonical_pr_reason": "PR 43842 is the more direct and specific fix: it explicitly addresses the `TypeAdapter` NameError when pydantic is not installed, includes the relevant import guard, and has a clear issue target.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 best captures the underlying CLI TypeAdapter annotation bug and is the more general, root-cause-oriented fix in the cluster.", + "best_pr_reason": "PR 43842 is the strongest standalone representative because its bug report is concrete, its diff is narrowly aligned to that bug, and it is less ambiguous than PR 43656.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both are about TypeAdapter-related NameErrors in `src/transformers/cli/serve.py`, but they are not the same concrete change: 43656 adds `__future__.annotations` and broader typing updates, while 43842 adds a `TYPE_CHECKING` import and quotes one annotation for the pydantic-not-installed path. They could coexist." + "reason": "Reject: these are different fixes. 43656 changes annotations/future-import behavior to avoid a type-evaluation NameError, while 43842 specifically adds a guarded `TypeAdapter` import and quotes the annotation for the no-pydantic path. Same file, but not the same underlying bug." } ] }, @@ -21353,7 +21326,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21419,13 +21392,13 @@ { "label": "pull_request", "component_index": 13, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -21531,370 +21504,364 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "51e4ac0d1b92e9c72878af30fe0daabf83f3b8f26ee83455a3be06e80a814b17", + "prepared_review_unit_hash": "31611092bc936e99277cd6eb091c8046c12f06e36fb6d4e2b430a76a744c9a60", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75097, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific output-tracing refactors. The only clear duplicate families are the GPT-Neo pair and the GPT-J/CodeGen trio; the rest are separate model implementations sharing the same broad refactor pattern.", - "confidence": 0.93, + "summary": "This cluster is mostly a set of independent output-tracing refactors across many Transformer model families. The only clear duplicate-like subclusters are GPT-Neo, GPT-J/CodeGen, and Flaubert/XLM; the GPT-J/CodeGen pair 44066/44085 is mergeable as one bugfix line, not a distinct family split.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the safest canonical GPT-J/CodeGen representative: it touches the same concrete files as the nearby GPT-J refactor, explicitly links #43979, and cleanly matches the duplicate family without overstating that any one PR is uniquely broader.", + "canonical_pr_reason": "PR 44722 is the best canonical representative for the GPT-J/CodeGen subgroup: it is the broadest concrete revision, explicitly covers both files, shares the same issue target, and subsumes the GPT-J-only 44085 while staying on the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best overall PR representative for the GPT-J/CodeGen family because it directly covers the shared code path, includes the explicit issue link, and is the clearest anchor for the duplicate set without claiming exclusive breadth over 44066.", + "best_pr_reason": "PR 44722 is the strongest global representative in the cluster because it is the most complete GPT-J/CodeGen implementation of the shared output-tracing refactor, with the clearest overlap to the other duplicate-like PRs in that subgroup.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; the shared output-tracing theme is not enough to treat them as duplicates." + "reason": "Different model families; shared output-tracing theme and issue target are too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output tracing and DeBERTa output tracing are separate model-specific refactors." + "reason": "CVT/FNet vs DeBERTa-v2; same tracking issue does not imply same bug." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing change family on the same concrete code path; the narrower PR looks like a subset/follow-up of the broader one." + "reason": "Same GPT-J output-tracing refactor line; 44066 is the broader GPT-J/CodeGen variant, so these are mergeable as one bugfix PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-style tracing and EfficientNet tracing are different model implementations." + "reason": "RegNet vs EfficientNet; same refactor pattern is not enough." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete code paths despite the shared refactor theme." + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model families and not the same underlying change." + "reason": "GPT-J/CodeGen vs EfficientNet; only the abstract pattern overlaps." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations; same pattern only." + "reason": "MobileNetV2 vs DeBERTa-v2; same issue target alone is not sufficient." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR; different model families and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations." + "reason": "GPT-J/CodeGen vs MPT; shared output-tracing styling is too broad." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same file family; these look like duplicate packaging of the same change." + "reason": "Same GPT-Neo output-tracing refactor on the same file family; these look like duplicate revisions of the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete model changes." + "reason": "GPT-Neo vs GPT-J/CodeGen; same decorator refactor theme only." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model families, even though both are output-tracing refactors." + "reason": "GPT-J/CodeGen vs GPT-Neo; different concrete implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model changes." + "reason": "ResNet vs GPT-J/CodeGen; same issue target is too broad." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different implementations; same refactor theme is not enough." + "reason": "MGP-STR vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model code paths." + "reason": "ResNet vs GPT-J; no concrete overlap in the bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model refactors." + "reason": "GPT-Neo vs ResNet; different families." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model implementations." + "reason": "ResNet vs MPT; same output-tracing motif only." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo vs Flaubert/XLM; different families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "GPT-Neo vs GPT-J/CodeGen; distinct concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs. Flaubert are not the same underlying change." + "reason": "GPT-Neo vs Flaubert/XLM; no shared code path." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model code paths." + "reason": "GPT-Neo vs GPT-J; same pattern, different implementation." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model implementations." + "reason": "GPT-Neo vs MGP-STR; unrelated code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "SegFormer and VisualBERT are different concrete refactors." + "reason": "GPT-Neo vs MGP-STR; different models." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBERT/XLM-related tracing and Flaubert/XLM-related tracing are separate model changes." + "reason": "MPT vs GPT-J/CodeGen; unrelated concrete fixes." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated code paths." + "reason": "GPT-J vs MGP-STR; same refactor style is not enough." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MPT are different model implementations." + "reason": "GPT-2 vs MGP-STR; different code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are separate code paths." + "reason": "ViLT vs Flaubert/XLM; same broad refactor theme only." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and SegFormer are different vision model refactors." + "reason": "GPT-Neo vs MPT; different families." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPNet are unrelated model implementations." + "reason": "GPT-2 vs MPT; not the same bug or change." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are different concrete model code paths." + "reason": "MPNet vs LongT5; same standardized-output theme only." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44056", + "right": "pull_request:44017", "accept": false, - "reason": "TextNet and Flaubert/XLM are separate model implementations." + "reason": "MPNet vs SegFormer; unrelated concrete code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44722", + "accept": false, + "reason": "MPNet vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are different model code paths." + "reason": "SegFormer vs ViLT; same output-tracing theme is too broad." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model changes." + "reason": "RegNet vs SegFormer; different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and LongT5 are different implementations." + "reason": "RegNet vs MPNet; no concrete code-path overlap." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are unrelated model-specific refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model code paths." + "reason": "MPT vs ImageGPT; unrelated implementations." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different concrete model changes." + "reason": "TextNet vs Flaubert/XLM; different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPT are unrelated model implementations." + "reason": "RegNet vs GPT-Neo; shared issue target or pattern is not enough." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and MPT are different code paths." + "reason": "RegNet vs LongT5; different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and VisualBERT are separate model refactors." + "reason": "TextNet vs LongT5; same refactor motif only." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + "reason": "GPT-Neo vs LongT5; different families." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and TextNet are different concrete model changes." + "reason": "RegNet vs MPT; not the same concrete change." }, { "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are unrelated model refactors." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and LongT5 are separate model implementations." + "reason": "SqueezeBert vs MPT; same abstraction pattern only." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "CVT/FNet and SegFormer are different model code paths." + "reason": "SqueezeBert vs ViLT; different families." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and DeBERTa are unrelated model changes." + "reason": "GPT-Neo vs SpeechT5; unrelated model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different concrete refactors." + "reason": "DeBERTa-v2 vs TextNet; same issue target is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family; both target the same core code path." + "reason": "Same GPT-J/CodeGen standardized-output-tracing change; 44722 is the broader consolidated revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying code path." + "reason": "Same GPT-J output-tracing refactor; 44722 adds the broader CodeGen-inclusive version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model implementations." + "reason": "GPT-J vs SpeechT5; different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet-style output tracing are separate model-specific changes." + "reason": "CVT/FNet vs RegNet/ResNet; different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated concrete code paths." + "reason": "CVT/FNet vs SpeechT5; same tracking issue does not make them duplicates." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model implementations." + "reason": "DeBERTa-v2 vs SpeechT5; unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViLT are separate model refactors." + "reason": "DeBERTa-v2 vs ViTS; different families and code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Same Flaubert output-tracing refactor; 44101 is the broader XLM+Flaubert variant." } ] }, "evaluator_result": { "accept": false, - "feedback": "The analysis is mostly grounded, but it overstates the canonical-pr claim: PR 44066 is not clearly the \"broadest\" GPT-J representative from the packet, since PR 44722 also touches the same GPT-J/CodeGen files and has an explicit #43979 link. The duplicate-family summary and the conservative false verdicts are fine, but the canonical representative rationale should be phrased more cautiously." + "feedback": "Most of the summary is grounded, but one soft-edge verdict is too strict: pull_request:44066 and pull_request:44085 share the GPT-J code path and the same issue target, and 44066 is the broader GPT-J/CodeGen variant, so they look mergeable as a single bugfix PR rather than clearly distinct changes. Because that pair was rejected on an overbroad family distinction, I can\u2019t accept the cluster evaluation as conservative enough." }, "evaluator_used": true, "retried": true, @@ -21905,13 +21872,13 @@ { "label": "pull_request", "component_index": 13, - "component_count": 39, + "component_count": 40, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -21932,20 +21899,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "a92e94c866bd6f5ffa0d516cf73a244f352ea04a12c9e9b6a350e0ccfed498d8", + "prepared_review_unit_hash": "fa3d65255fd6b1e65f1441ad197e77947904045ce4c55dab42b28087555f22d8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -21954,48 +21921,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a family of near-parallel model-specific PRs that all refactor output tracing to the standardized capture_outputs/can_return_tuple pattern. They are thematically related but not duplicates of the same concrete code change, since each PR targets a different model implementation.", - "confidence": 0.96, + "summary": "This cluster is a set of separate model-specific PRs all doing the same broad standardized-output/capture_outputs refactor, but they do not appear to be duplicates of one another because each targets a different model/code path.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44073 is the clearest representative of the shared refactor pattern: it explicitly adopts capture_outputs and can_return_tuple and adds the model-specific output-recording mapping in a self-contained way.", + "canonical_pr_reason": "PR 44074 is the clearest representative of the cluster: it is a self-contained standardized-output refactor with both implementation and test changes, and its title matches the shared theme well.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44073 is the best cluster representative because it most directly states the standardized output-tracing refactor and shows the core pattern used across the other model PRs.", + "best_pr_reason": "PR 44074 is the best single representative PR because it is concrete, includes tests, and most clearly expresses the shared output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are similar output-tracing refactors, but they change different model code paths (FocalNet vs ImageGPT). Same pattern, not the same underlying fix." + "reason": "Same refactor theme, but different models (FocalNet vs ImageGPT) and different code paths; too broad to treat as one duplicate change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; these are parallel standardized-output refactors, not one mergeable bug fix." + "reason": "Both are standardized-output refactors, but they target different models (VisualBert vs TextNet) and are not the same underlying bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both refactor output tracing, but for different models (MPNet vs VisualBert). They are related maintenance work, not a duplicate PR." + "reason": "MPNet and VisualBert are unrelated model implementations; shared decorator/capture_outputs usage is only a framework-wide pattern." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model-specific implementations with the same refactor theme; not the same concrete code-path problem." + "reason": "Different models and different forward/output-tracing implementations; not mergeable as one concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files; these PRs are analogous standardization changes, not duplicates." + "reason": "RegNet and SqueezeBert are separate model code paths; these are similar refactors, not the same change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both concern output tracing, but in different architectures (SqueezeBert vs SpeechT5). They are not the same underlying change and would not be merged into one PR." + "reason": "SqueezeBert and SpeechT5 touch different architectures and output semantics; too different to be duplicates." } ] }, @@ -22009,13 +21976,13 @@ { "label": "pull_request", "component_index": 14, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -22075,268 +22042,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "d04c99a8a552e7e21cfd11f741b450a40ed383134bf1287c2b78633ed659f0fa", + "prepared_review_unit_hash": "83d142b8196486c46bd791e6d19f16be8074b77589f4a0e46e4194481218ba08", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "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 similar but independent output-tracing refactors across different model families. They share wording and helper usage, but they do not look like duplicate bugs or mergeable duplicate PRs because each PR targets a different concrete code path.", - "confidence": 0.96, + "summary": "This is a loose thematic cluster of model-specific \"refactor output tracing\" PRs, but they affect different architectures and forward paths, so they are not duplicates of one underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the pattern: it spans two closely related Mamba implementations and makes a substantive tracing refactor, so it best captures the cluster\u2019s theme.", + "canonical_pr_reason": "No single canonical PR fits this cluster: the PRs are separate model-by-model refactors, not one shared fix or feature.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best standalone PR to keep: it is broader than the single-file variants and still clearly tied to one concrete refactor within a related model family.", + "best_pr_reason": "PR 44025 is the cleanest representative example of the pattern, but only as an exemplar; it does not subsume the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme only." + "reason": "Same refactor theme, but different models and code paths (timm_backbone vs upernet)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs. vision-text dual encoder are unrelated code paths." + "reason": "Both are output-tracing refactors, but they target unrelated model implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and files; not the same underlying change." + "reason": "Different architectures and forward logic; only the broad refactor theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems; shared tracing helper usage is not enough." + "reason": "Model-specific refactors in different code paths; not one concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model families and distinct forward implementations." + "reason": "Unrelated models; shared tracing utilities do not make these duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated; only the refactor style matches." + "reason": "Different model families and implementation details; same high-level refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and concrete code paths." + "reason": "MobileNetV1 vs UperNet: separate output-handling changes, not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs. Depth Anything are separate models; not a duplicate." + "reason": "Different models and files; only the refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different tasks and wrapper code; same pattern, not same bug." + "reason": "Separate encoder-decoder wrapper refactor, not the same underlying change as MobileNetV1." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and speech encoder-decoder are unrelated." + "reason": "Different code paths and model types; too broad to treat as duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet have different forward paths and outputs." + "reason": "Vision-text dual encoder vs UnivNet are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different output tracing sites." + "reason": "Different models with only a shared output-tracing cleanup pattern." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate architectures; no shared concrete bug/change." + "reason": "Separate architectures and implementations; not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; both are tracing refactors only at a high level." + "reason": "Different model families; same utility usage does not imply the same bug or change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; not mergeable as one PR." + "reason": "Unrelated model implementations; no shared concrete code-path problem." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and model families." + "reason": "Different audio/sequence model internals; only the refactor style overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models; no concrete overlap beyond helper cleanup." + "reason": "Depth Anything vs UnivNet: separate model-specific output changes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated subsystems." + "reason": "Different model families and forward paths; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Distinct architectures and implementation sites." + "reason": "UperNet and Mamba/Falcon-Mamba are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba vs. SuperPoint are unrelated code paths." + "reason": "Different model implementations; shared output-capturing refactor only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba and CodeGen do not share the same concrete fix." + "reason": "Mamba/Falcon-Mamba vs CodeGen are unrelated changes and not mergeable into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated models." + "reason": "Different architectures; same broad refactor theme is insufficient for duplicate triage." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and output contracts." + "reason": "Unrelated model code paths and outputs; not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different code paths." + "reason": "Different model families; no shared concrete bug or feature." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different families: Depth Anything vs. Vision/Encoder-Decoder wrappers." + "reason": "Depth Anything output tracing vs vision/text wrapper changes are different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated." + "reason": "Separate model families; shared refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and separate forward logic." + "reason": "Depth Anything and SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated subsystems." + "reason": "Different models and outputs; same tracing utility usage is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; same tracing theme only." + "reason": "Depth Anything vs DPR: separate model-specific forward changes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision/Encoder-Decoder wrapper vs. RWKV core model are unrelated." + "reason": "Vision/encoder-decoder wrapper changes are unrelated to RWKV tracing changes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision and speech encoder-decoder wrappers are separate code paths." + "reason": "Different encoder-decoder wrappers and output plumbing." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families; no shared underlying bug." + "reason": "Unrelated models; no single concrete code-path problem." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision/Encoder-Decoder and DPR are unrelated." + "reason": "Different model types and forward signatures; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated models." + "reason": "Speech encoder-decoder and SuperPoint are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output code paths." + "reason": "Different model families; only a common tracing refactor exists." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR do not share the same concrete change." + "reason": "Speech encoder-decoder vs DPR are separate code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated; only the refactor style overlaps." + "reason": "SuperPoint and RWKV are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths." + "reason": "Different model families and output handling; not the same PR-worthy change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate subsystems; not the same fix." + "reason": "RWKV and DPR are distinct model code paths, so this is not a duplicate pair." } ] }, @@ -22350,13 +22317,13 @@ { "label": "pull_request", "component_index": 15, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-2", "nodes": [ @@ -22366,7 +22333,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "9d684aca65c950aa674596f082145bbf08ab3d5baba94dc5c79097e936f212fb", + "prepared_review_unit_hash": "904b7c9ce108b45d833d50632adc3e3219f4b33a6cb9d50e7a37af609b52fce1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22388,18 +22355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some boilerplate auto-registration/docs files, but they implement different models with different code paths and should not be deduplicated.", + "summary": "These are unrelated model-addition PRs that only overlap on Transformers scaffolding files; they do not look like the same bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the cleaner single-feature PR and is explicitly linked to an issue, but it covers Voxtral TTS rather than the PenguinVL implementation in 44662, so it should not be treated as the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the best standalone PR candidate in this cluster because it has a clear issue target and a focused scope, but it is still a separate model integration from 44662.", + "best_pr_reason": "44662 is the more complete, non-draft implementation and has substantially more review activity; 45401 is a draft tied to a specific issue and a different model family.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations (PenguinVL vs Voxtral TTS) with distinct configuration/model/processor files; shared auto-registration and docs plumbing is boilerplate, not evidence of the same underlying fix." + "reason": "Different features for different model families: PenguinVL vs Voxtral TTS. Shared auto/docs registry files are expected for new model integrations and do not indicate the same underlying change." } ] }, @@ -22413,13 +22380,13 @@ { "label": "pull_request", "component_index": 16, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -22429,7 +22396,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "ac4a3170b6d543e16f4b217290e1c162f816f5c7de1d3346b84ea8fe7581b1ff", + "prepared_review_unit_hash": "9b3a8fd60fef6149e14191e135b31fe90d766f60888b8d843a26dc6fc6b04fa1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22451,18 +22418,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they address different layers of the stack: one introduces a general module fusion API, while the other adds KernelConfig-based n-to-1 kernel fusion and integration plumbing. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.91, + "summary": "These are related feature PRs in the same broad area, but they implement different layers of the fusion stack: one introduces a generic module fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and integrations. They are not the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the new module fusion API and core implementation, which is the broader base concept in this cluster.", + "canonical_pr_reason": "PR #44979 is the more canonical representative because it introduces the core `Module Fusion API` abstraction in a standalone module, which is the foundational change rather than a specific integration of that mechanism.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative of the cluster because it defines the central fusion abstraction, whereas #45363 is a more specific follow-on around KernelConfig-driven kernel fusion.", + "best_pr_reason": "PR #44979 is the best single PR to represent the cluster since it defines the underlying fusion API; PR #45363 is a narrower feature built on related concepts but aimed at a different concrete path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different concrete changes: #44979 adds a general Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and related integration. Related area, but not the same bug or mergeable into one PR." + "reason": "Do not merge as duplicates: #44979 adds a generic module-fusion API and tests, while #45363 adds KernelConfig-based n-to-1 kernel fusion plus integration/example code. They overlap conceptually but target different code paths and feature scopes." } ] }, @@ -22476,13 +22443,13 @@ { "label": "pull_request", "component_index": 17, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -22492,7 +22459,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e47e411962f35018ce9c71b11198e551e233fef699ee315bbabd98860cf548d8", + "prepared_review_unit_hash": "56b6a932ebfc85b3099eca8392f1cd113d04449dffbacc6f23370e034ff4efd7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22514,18 +22481,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patch AttributeError in the same file; 45317 is the more complete version because it includes tests in addition to the code fix.", + "summary": "Both PRs patch the same Mistral regex/pre-tokenizer AttributeError in the same file; PR #45317 is the more complete version because it includes tests and the same code fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger representative because it contains the same fix as 45086 plus test coverage, making it the more complete PR for the cluster.", + "canonical_pr_reason": "PR #45317 is the stronger canonical PR: it implements the same fix as #45086 and adds test coverage, making it the more complete merge candidate.", "best_issue_reason": null, - "best_pr_reason": "45317 best represents the cluster since it fixes the same concrete bug as 45086 and adds validation via tests.", + "best_pr_reason": "PR #45317 is the best representative because it directly addresses the bug, matches the other PR\u2019s code change, and includes validation in tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file, same explicit issue target, and the second PR is just a more complete version with tests." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex; the diff changes the same lines in the same file and could be merged as one PR." } ] }, @@ -22539,13 +22506,13 @@ { "label": "pull_request", "component_index": 18, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-3", "nodes": [ @@ -22557,7 +22524,7 @@ "pull_request:45115|pull_request:45569", "pull_request:45569|pull_request:46565" ], - "prepared_review_unit_hash": "b2098ba54d1aaa56ba968bb5ab121c1e374becd1f7f88769169b9eefce0f0ef9", + "prepared_review_unit_hash": "e4c9f91380fed3ad51e0b5c3ecc732a28e7a1c43107cb7eb59ca5ec1340b1ab1", "component_budget": { "node_count": 3, "item_count": 3, @@ -22579,24 +22546,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only by the Nemotron naming family, but they target different code changes: a NemotronH refactor, a broader NemotronH/NemotronHDense/NemotronHSparse architecture split, and a separate Nemotron3.5 ASR streaming addition. They should not be merged as duplicates.", - "confidence": 0.9, + "summary": "The three PRs split into two distinct Nemotron model lines: two NemotronH refactors/splits and one unrelated Nemotron3.5 ASR addition. The NemotronH PRs are related but not duplicates; the ASR PR is separate.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the most central and broadest change in the cluster: it introduces the dedicated NemotronH dense/sparse model split and updates docs, auto mappings, and tests around that architecture. The other PRs are narrower or address different functionality.", + "canonical_pr_reason": "PR 45569 is the best representative of the NemotronH cluster because it is the broader umbrella change: it introduces the dense/sparse split, backward-compat dispatch, docs, and tests. It subsumes the smaller refactor direction better than the narrower conversion-mapping/inheritance-only PR.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it is the largest coherent NemotronH architecture change. PR #45115 is an earlier refactor-only step, and PR #46565 is a separate ASR model addition rather than the same underlying model change.", + "best_pr_reason": "PR 45569 is the strongest single PR to anchor the cluster since it covers the main user-facing and model-structure changes for NemotronH, while 45115 looks like an earlier implementation step. It is also clearly more complete than the other PRs in scope.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH internals, but #45115 is a refactor to inherit from GraniteMoeHybrid, while #45569 is a broader architectural split into NemotronH dense/sparse variants. Related subsystem, but not the same concrete change." + "reason": "Related NemotronH work, but not the same concrete change: 45115 focuses on GraniteMoeHybrid inheritance and checkpoint key conversion, while 45569 restructures NemotronH into dense/sparse models with a backward-compat dispatcher, docs, and tests. They could not realistically be merged as one duplicate PR." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "These are different model areas and purposes: #45569 changes NemotronH architecture/model wiring, while #46565 adds Nemotron3.5 ASR streaming and related model/processing files. Same family name only, not the same bug or feature." + "reason": "Different model families and code paths: NemotronH vs Nemotron3.5 ASR. Shared namespace patterns are incidental, not evidence of the same bug or change." } ] }, @@ -22610,13 +22577,13 @@ { "label": "pull_request", "component_index": 19, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -22626,40 +22593,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "1c55cf6828f13c5c873ee360e10cd560aa8659a95dd8ffe4067010e0490e2719", + "prepared_review_unit_hash": "63bcd083a77d652b61ceb93559f703274b770457e72e53178c40677271a4bd73", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, - "estimated_input_tokens": 1367, - "estimated_eval_tokens": 2990 + "serialized_chars": 5652, + "estimated_input_tokens": 1413, + "estimated_eval_tokens": 3082 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, - "estimated_input_tokens": 1367, - "estimated_eval_tokens": 2990 + "serialized_chars": 5652, + "estimated_input_tokens": 1413, + "estimated_eval_tokens": 3082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related PRs in the same heterogeneous-model feature area, but they target different layers of the stack: one adds per-layer config support, the other adds modeling/cache integration. They look complementary rather than duplicate.", - "confidence": 0.88, + "summary": "These are related heterogeneous-model feature PRs, but they target different layers of the feature: one adds per-layer config plumbing, the other adds broader modeling/cache support. They should not be treated as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader end-to-end heterogeneous model support change, spanning config, cache, modeling, masking, and tests; PR 45333 is narrower and focused on per-layer config plumbing.", + "canonical_pr_reason": "PR 45332 is the broader, more representative end-to-end heterogeneous support change, covering modeling and cache behavior in addition to shared heterogeneity plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the largest concrete code-path change and subsumes the config work as part of the overall heterogeneous model support feature.", + "best_pr_reason": "PR 45332 is the best single representative of the cluster because it captures the larger concrete feature change; PR 45333 is narrower config scaffolding rather than the same full change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Not the same concrete change: 45332 adds heterogeneous modeling/cache behavior, while 45333 adds the per-layer config API and serialization helpers. They share a feature theme but are distinct, complementary PRs rather than one duplicate bugfix/change." + "reason": "They are related but not the same concrete code-path change: 45333 adds per-layer configuration support, while 45332 extends heterogeneous modeling/cache behavior. They could live in the same feature area, but they are not duplicate PRs." } ] }, @@ -22673,13 +22640,13 @@ { "label": "pull_request", "component_index": 20, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -22689,12 +22656,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "b0706187f88dcd2a078dba85505a50bd873759af7e782e5a7774476d03ae931a", + "prepared_review_unit_hash": "9c1f5cb4d8beba21e3b889e791d1a70ede2f04f872cdaadeecddc7a03c4e4235", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -22702,7 +22669,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -22711,18 +22678,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad typing/workflow level, but they do not look like the same underlying change. PR 45415 is a wide mechanical type-checking sweep across many files plus pyproject ignore settings, while PR 45425 adds/adjusts typing protocols and aliases to support specific code paths such as modeling_utils and peft integration.", - "confidence": 0.82, + "summary": "The two pull requests are both typing-related, but they are not the same underlying change: #45415 is a broad repo-wide type-checking enablement pass, while #45425 adds/adjusts specific typing helper protocols and aliases for a narrower set of code paths. They should not be merged as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the more focused representative of the cluster: it introduces concrete typing interfaces/aliases used by specific modules, whereas 45415 is a broad repository-wide type-checking pass with config churn.", + "canonical_pr_reason": "No true canonical PR: #45415 is a broad typing cleanup across many files, whereas #45425 is a separate focused typing-helper/modeling_utils change.", "best_issue_reason": null, - "best_pr_reason": "45425 is the better standalone PR to keep because it targets a specific typing gap in the codebase; 45415 is broader, more mechanical, and less representative of a single code-path fix.", + "best_pr_reason": "#45425 is the more coherent and narrowly scoped typing change, but it is still not a duplicate of #45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: they share typing-related files, but 45415 is a sweeping type-checking cleanup across many modules and config, while 45425 adds specific typing protocol/alias support. Different underlying changes and not plausibly one merged fix." + "reason": "Both are typing-related and share a few touched files, but #45415 is a broad type-checking pass and #45425 is a separate protocol/alias cleanup; they do not fix the same concrete bug or change." } ] }, @@ -22736,7 +22703,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22752,40 +22719,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "30545ea611f2077bd17416dfd71c1d6d41679b4c176efa83feec8a9aa2c17308", + "prepared_review_unit_hash": "85f7dee0f313d4ff12ec572d40c8f99ae9f2ebfc948d601dd7db3843c0ca5378", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4947, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4947, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one fixes multi-token cached forward for Qwen3.5/related linear-attention models, the other fixes use_cache behavior for Mamba2 when seq_len > 1. They touch different code paths and model families, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "Two open PRs both address cached-forward / seq_len>1 behavior, but they target different model families and code paths. PR #46084 is a focused fix for Mamba2 use_cache with multi-token inputs; PR #45513 is a broader cached-forward fix spanning Qwen3.5/Qwen3.5-MoE/Qwen3-Next/Olmo Hybrid linear attention paths.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the more canonical representative because it targets a single concrete bug with an explicit issue link and a focused seq_len > 1 cache-path fix in Mamba2.", + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR: it has an explicit linked issue, a narrowly scoped bug description, and a concrete cache/seq_len>1 fix in one code path.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best representative for the cluster due to its explicit issue target and narrowly scoped fix; PR #45513 is broader and covers multiple model files, but a different bug.", + "best_pr_reason": "PR #46084 is the best representative artifact because it is the most specific, well-scoped, and clearly tied to a single underlying bug report.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different failure modes: Qwen3.5/OLMo/Qwen3-next multi-token cached forward vs Mamba2 use_cache with seq_len > 1. They are not the same underlying bug and would not plausibly merge into one PR." + "reason": "Reject: despite shared cache/seq_len>1 wording, these fix different underlying problems in different architectures. #45513 changes GDN linear attention cached continuation across Qwen/Olmo hybrid models, while #46084 fixes Mamba2 CUDA kernel use_cache behavior for multi-token inputs." } ] }, @@ -22799,13 +22766,13 @@ { "label": "pull_request", "component_index": 22, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -22815,7 +22782,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ab243e7512a78a8cb92aa7c9f602368350c54ae10ba1a6d0308fc1c249a76bac", + "prepared_review_unit_hash": "0bf93f03912001d3140bbdb7625afff634d46df6945c9c7fbd0d6fa789a3eeb5", "component_budget": { "node_count": 2, "item_count": 2, @@ -22837,18 +22804,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch expert-parallel loading, but they fix different bugs: one preserves distributed_config for EP/ZeRO-3 loading, the other prevents experts from being overwritten during EP+FSDP2 loading. They are related in subsystem, but not duplicates.", - "confidence": 0.91, + "summary": "These two PRs are both about expert parallelism, but they fix different bugs in different code paths: one is a loading/serialization issue, the other is a parameter overwrite issue during distributed model loading. They are related, but not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better canonical representative because it targets a concrete runtime corruption bug in the core loading path and includes the broader, more direct EP/FSDP2 fix.", + "canonical_pr_reason": "PR 45662 is the broader, more representative EP bug fix; PR 45548 is a separate loading-path change focused on preserving distributed_config and exposing has_ep.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone change for this cluster: it addresses a specific expert-parameter overwrite path with code changes across loading and MoE integration, making it the most substantive fix.", + "best_pr_reason": "PR 45662 is the best representative of this cluster because it addresses a concrete runtime correctness bug in expert-parallel model loading, with changes spanning the relevant loading and MoE paths.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different failure modes and code paths: 45548 preserves serialized distributed_config / adds has_ep for EP + ZeRO-3 loading, while 45662 fixes rank-0 broadcast overwriting experts in EP + FSDP2. They are related but not the same bug." + "reason": "Both mention EP, but the underlying failures differ: 45548 fixes accelerate/ZeRO-3 loading and config serialization, while 45662 fixes experts being overwritten by rank-0 broadcast in FSDP2. Different code paths and different bugs." } ] }, @@ -22862,13 +22829,13 @@ { "label": "pull_request", "component_index": 23, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -22878,7 +22845,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "446913dd0f92ba19b032d1033eeb30c4e291cccbd5f42925c18694884777706c", + "prepared_review_unit_hash": "b5b67a12a76e00d56f224d3ea2a07d0b1acdca3f5b398edf0341ad2113b813d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22900,18 +22867,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist captured_info collision problem in testing_utils, with 45645 extending the fix to CI artifact collection as well. They look like alternative/superset implementations for the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45561 is the shared explicit target and appears to be the xdist-safe captured_info collision bug these PRs are fixing.", - "canonical_pr_reason": "PR 45645 is the stronger canonical PR: it fixes the writer-side collision, updates tests, and also makes CI consume multiple captured_info files, which matches the full artifact-handling problem.", - "best_issue_reason": "45561 is the only linked issue and is the common bug being addressed by both PRs.", - "best_pr_reason": "45645 is best because it is the broader, more complete fix for the same concrete captured_info/xdist path and includes the CI-side change needed after switching to per-worker files.", + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; PR 45645 is the broader superset that also updates CI log collection, so it can serve as the canonical PR.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete change set: it includes the xdist-safe captured_info file handling in testing_utils plus the workflow update needed to aggregate the split logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it covers the core bug fix and the downstream CI consumer changes, making it the most complete single landing candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist captured_info collision; 45645 is a superset that also updates CI to read multiple per-worker files, so they could plausibly be merged into one PR." + "reason": "Same underlying bug/change: xdist-safe captured_info artifact handling. 45645 is a superset of 45639 and could plausibly subsume it in one PR." } ] }, @@ -22925,13 +22892,13 @@ { "label": "pull_request", "component_index": 24, - "component_count": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45720-2", "nodes": [ @@ -22941,7 +22908,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "10d84fae6fe7fb654bbc48ba609b188325c711f002b487c9c3e754d45815bfd9", + "prepared_review_unit_hash": "723a27aa946dfeff90aa81debd4d808104333be0f49ce7ac8a28b44305279591", "component_budget": { "node_count": 2, "item_count": 2, @@ -22963,18 +22930,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs that both implement different linter rules across transformer model files. PR 45720 adds TRF003-related tuple-return handling in forward methods, while PR 46259 adds TRF018-related weight-init refactoring. The overlap is only broad subsystem/file-set similarity, not the same change.", - "confidence": 0.95, + "summary": "These two PRs are both broad linter-driven refactors in Transformers model code, but they implement different rules and fix different kinds of code paths: TRF003 changes forward signatures/return_tuple handling, while TRF018 changes weight initialization patterns. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the better canonical representative only because it is the broader, more mature linter-rule change with more review activity; however, it is not the same underlying change as PR 45720.", + "canonical_pr_reason": "No single canonical PR emerges from the pair: the PRs target different linter rules and different underlying behaviors, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest single representative in this cluster, but the cluster is not a true duplicate set; it remains a separate TRF018 refactor from the TRF003 PR.", + "best_pr_reason": "Neither PR is a good global duplicate representative for the cluster because they address separate changesets rather than the same bug or feature.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different concrete code-path changes: TRF003 tuple-return behavior in forwards vs TRF018 weight initialization. Shared model files are incidental, so they should not be merged as duplicates." + "reason": "Reject: the PRs modify different model behaviors for different rules (TRF003 vs TRF018). Shared filenames reflect common model coverage, not the same underlying change." } ] }, @@ -22988,7 +22955,115 @@ { "label": "pull_request", "component_index": 25, - "component_count": 39, + "component_count": 40, + "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-45729-5", + "nodes": [ + "pull_request:45729", + "pull_request:46797", + "pull_request:46798", + "pull_request:46799", + "pull_request:46800" + ], + "soft_pairs": [ + "pull_request:46797|pull_request:46798", + "pull_request:46797|pull_request:46799", + "pull_request:46797|pull_request:46800", + "pull_request:46798|pull_request:46799", + "pull_request:46798|pull_request:46800", + "pull_request:46799|pull_request:46800", + "pull_request:45729|pull_request:46800" + ], + "prepared_review_unit_hash": "080b5239f1d036b7049c276fc65330b7e46f092e247c9623d2ce96b0d6de56a5", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 12871, + "estimated_input_tokens": 3218, + "estimated_eval_tokens": 6692 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 12871, + "estimated_input_tokens": 3218, + "estimated_eval_tokens": 6692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set. Four PRs address unrelated bugs/features, and the two auto_factory PRs both reference issue #45698 but implement different fixes on different code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46800 is the clearest representative of the only closely related subset (auto_factory / issue #45698), with the broader, more direct fix; 45729 is a separate opt-in behavior change, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46800 is the strongest standalone PR in the cluster: it has the most complete auto_factory fix and the clearest issue linkage, while the others are unrelated to each other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46797", + "right": "pull_request:46798", + "accept": false, + "reason": "Different bugs in different subsystems: MPS SDPA workaround vs Gemma3n vocab-size propagation." + }, + { + "left": "pull_request:46797", + "right": "pull_request:46799", + "accept": false, + "reason": "Unrelated fixes: MPS attention patch vs bitsandbytes Params4bit state copying." + }, + { + "left": "pull_request:46797", + "right": "pull_request:46800", + "accept": false, + "reason": "Different underlying problems: MPS attention correctness vs auto class conflict resolution." + }, + { + "left": "pull_request:46798", + "right": "pull_request:46799", + "accept": false, + "reason": "Different models and code paths; no shared concrete bug." + }, + { + "left": "pull_request:46798", + "right": "pull_request:46800", + "accept": false, + "reason": "Gemma3n embedding resize fix is unrelated to auto_factory registered-vs-auto_map resolution." + }, + { + "left": "pull_request:46799", + "right": "pull_request:46800", + "accept": false, + "reason": "bitsandbytes parameter conversion bug is unrelated to auto_factory import/class selection logic." + }, + { + "left": "pull_request:45729", + "right": "pull_request:46800", + "accept": false, + "reason": "Both mention issue #45698 and touch auto_factory, but they fix different behaviors: prefer_auto_map opt-in vs transformers_modules class detection in from_config/from_pretrained." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23053,14 +23128,14 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 39, + "component_index": 27, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45932-2", "nodes": [ @@ -23070,7 +23145,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "1faa8adfc315d4cb005f2be876ab3fe337daa1c956a09de3e04953f270b3d442", + "prepared_review_unit_hash": "fd20231985e97733e106e97897895fba6ed6acf2316b28a7884712a102619a9c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23092,18 +23167,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is an experimental CI/model config patch, the other is a test-migration PR. They overlap only at a very broad \u201ctests/infrastructure\u201d level, not the same code-path change.", - "confidence": 0.96, + "summary": "The two pull requests are unrelated: one is a grafana/telemetry and model-code tweak PR, while the other is a test migration focused on AltCLIP/ViT kernels and DDP config. They do not appear to fix the same underlying issue or belong in one merged PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the better anchor because it is a focused, self-contained test migration with explicit new test files; PR 45932 is a mixed, clearly experimental patch touching CI secrets and multiple model/config files.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the strongest representative of a concrete change set. PR 45932 is noisier and spans unrelated areas, so it is less suitable as the primary PR for this cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the diffs do not fix the same concrete problem. 45932 adds CI secret plumbing and tweaks multiple model/config files, while 46100 introduces kernel/DDP test migration files. They share only broad test/infrastructure context and would not plausibly be merged as one PR." + "reason": "Different changesets and goals: 45932 touches telemetry/workflow secrets and several model implementations, while 46100 adds/migrates tests and a DDP config. No shared concrete bug or code path, so they should not be deduplicated." } ] }, @@ -23116,14 +23191,14 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 39, + "component_index": 28, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46126-2", "nodes": [ @@ -23133,7 +23208,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "f042c7e1d6225649fac4b186c257f4bd6d00c912b8f99834589da7e2de6cf438", + "prepared_review_unit_hash": "1a89b509f39ee94b0d39471e63f79d12983de862a3fe47047e7d824ada09b81b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23155,18 +23230,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs, but not the same change set: #46126 is a focused EP/Trainer integration PR, while #46269 is a much broader distributed branch base touching many unrelated areas. The shared filenames alone are not enough to treat them as duplicates.", - "confidence": 0.89, + "summary": "These two PRs overlap in distributed files, but they are not the same change: one is a focused EP + trainer integration feature, the other is a broad distributed-branch base sync with CI and many unrelated edits.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more specific, concrete change with a clear feature scope centered on EP + Trainer integration; it\u2019s the better representative of the overlapping distributed code touched here.", + "canonical_pr_reason": "PR 46126 is the more specific, concrete change request; PR 46269 is a broad branch-base rollup and not a good representative duplicate target.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best standalone candidate because it targets a single coherent code-path change, whereas #46269 is a broad branch-base PR and not a tight duplicate target.", + "best_pr_reason": "PR 46126 is the best standalone PR in the cluster because it has a clear, narrowly scoped feature objective and is easier to reason about than the large branch-base PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They overlap in distributed files, but #46269 is a broad branch-base PR spanning many subsystems, not the same concrete bug/change as the focused EP/Trainer integration in #46126. They would not plausibly be merged as one duplicate PR." + "reason": "Shared distributed filenames are not enough here: 46126 is EP/trainer integration, while 46269 is a large distributed branch base with CI and many unrelated changes. They do not look like one underlying fix or a single mergeable PR." } ] }, @@ -23179,14 +23254,14 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 39, + "component_index": 29, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46138-10", "nodes": [ @@ -23232,208 +23307,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "4349555b3c2080bb112a7022bc1b20e6e69865a14cae1f5240abf68f2e034546", + "prepared_review_unit_hash": "5738b50f5e4b90c3a2390aa8b0d6ecbafa39554317fcfdc4101e99d6b78b5723", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25930, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25930, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated GitHub Actions workflow maintenance PRs that only look similar because they all touch YAML workflows. The pr-ci-security-gate PRs are thematically related, but they change different behaviors and should not be treated as duplicates.", - "confidence": 0.93, + "summary": "These are mostly unrelated CI/workflow maintenance PRs; they share a broad GitHub Actions theme but not the same concrete bug or change. Even the pr-ci-security-gate edits touch different behavior (checkout/diff checks, permissions, reusable workflow metadata, secrets handling), so they should not be deduped.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR stands out. If a representative is needed, PR #46554 is the most concrete workflow-behavior change in the cluster, but it still targets a different fix than the others.", + "canonical_pr_reason": "No single canonical PR: the cluster spans separate workflow tweaks in different files and different code paths, so there isn\u2019t one underlying change to collapse onto.", "best_issue_reason": null, - "best_pr_reason": "PR #46554 is the strongest representative because it makes the most substantive security-gate workflow change with direct runtime behavior impact, unlike the smaller unrelated workflow tweaks.", + "best_pr_reason": "No PR is a good global representative for deduping here; the apparent similarity is at the workflow/subsystem level only, not the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes: stdin handling in self-comment CI vs security checks in pr-ci-security-gate." + "reason": "Different workflow files and unrelated changes: stdin piping for self-comment-ci vs security checks in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one fixes comment piping, the other adjusts PR CI security-gate permissions/approval flow." + "reason": "Different workflow files and different behavior; not the same underlying bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different files and purpose: self-comment CI input handling vs a comment-only update to the security gate workflow caller." + "reason": "Different workflow files and unrelated edits; only share a broad CI/security theme." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and behavior; one is CI comment handling, the other changes secrets passing for the PR CI security gate." + "reason": "Different workflow files and different fixes; no shared code path." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow maintenance, but they fix different code paths in different jobs and could not be merged as one duplicate PR." + "reason": "One updates self-comment-ci command input handling, the other changes commit-message matching in a docker-image workflow." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated changes: SSH runner hardening vs benchmark trigger logic." + "reason": "Different workflows and different behavior: SSH runner hardening vs benchmark dispatch trigger." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and fixes; SSH runner security/environment changes are not the same as anti-slop permissions scoping." + "reason": "Different workflow files and unrelated CI changes; not the same fix." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow targets and unrelated behavior: SSH runner changes vs reviewer assignment checkout ref." + "reason": "Different workflow files and different operational concerns; no single bug/change." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both are security-related workflows, but they address different mechanisms in different files and are not the same underlying bug." + "reason": "SSH runner hardening is unrelated to pr-ci-security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner hardening and PR CI security-gate permission changes are separate fixes, not one duplicate change." + "reason": "Different workflows and different code paths; only broad CI relevance." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Same broad CI area, but anti-slop permissions and benchmark dispatch support are different changes in different workflows." + "reason": "Both are workflow tweaks, but one is anti-slop permissions and the other is benchmark dispatch logic; not the same change." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow jobs and distinct behavior changes; not the same underlying bug or change." + "reason": "Different workflow files with different fixes; no shared underlying issue." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and build-image trigger parsing fix are unrelated workflow edits." + "reason": "Anti-slop permissions update vs docker-image commit-message parsing; unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and purposes; no shared concrete code-path problem." + "reason": "Different workflows and different concerns; not mergeable as one bug fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer checkout ref fix is unrelated to benchmark dispatch support." + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark trigger logic." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "These are separate workflow fixes with no common code-path or duplicate change." + "reason": "Different workflows and different behavior; no same concrete problem." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and behavior changes; not mergeable as one duplicate PR." + "reason": "Assign-reviewers workflow change is unrelated to pr-ci-security-gate changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow dispatch support is unrelated to commit-message parsing in build CI." + "reason": "Different workflows and different code paths; benchmark dispatch vs docker-image tag selection." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Same broad CI subsystem, but distinct workflows and fixes." + "reason": "Benchmark trigger logic is unrelated to pr-ci-security-gate security checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-CI commit-message handling and PR CI security-gate checks are separate changes." + "reason": "Different workflow files and unrelated fixes; broad CI similarity only." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow logic and targets; not the same underlying issue." + "reason": "Commit-message parsing in docker-image workflow is not the same change as pr-ci-security-gate permissions/check logic." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Both touch the same workflow file, but one adds checkout-and-diff security checks while the other changes permissions/approval gating; these are related hardening steps, not duplicates." + "reason": "Same file, but different changes: one adds checkout/diff-based checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One changes the reusable security gate logic, the other only annotates the caller workflow with a safety note." + "reason": "Same file, but different changes: security-check logic vs reusable-workflow review note." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes in the same area: security checks vs secrets inheritance removal. Related, but not the same concrete change." + "reason": "Same file, but different changes: workflow logic vs secrets passing change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating changes are not the same as adding explanatory comments in the caller workflow." + "reason": "Same workflow file, but the diffs address different concerns and could not be merged as one duplicate fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but distinct behavior changes: job permissions and approval flow versus secrets passing." + "reason": "Permissions/approval gating vs secrets handling are distinct changes, not the same PR." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "A comment-only update is not the same underlying change as switching inherited secrets to an empty secret set." + "reason": "Different edits to the same workflow file, but not the same underlying bug or change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and fixes; no shared concrete bug." + "reason": "Docker image workflow commit-message handling is unrelated to pr-ci-security-gate reusable workflow notes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build CI commit-message handling is unrelated to PR CI security-gate secrets handling." + "reason": "Different workflows and different fixes; only broad CI similarity." } ] }, @@ -23446,14 +23521,14 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 39, + "component_index": 30, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46152-2", "nodes": [ @@ -23463,7 +23538,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "47d80ea62befb6faa8a78db0ead61cc444461b77aed3ffebb1dce3587d74903c", + "prepared_review_unit_hash": "c387459cd5e7f1ffeb977f7a5bc95a1d7060dfa55e9c4a83674190cab0dd9654", "component_budget": { "node_count": 2, "item_count": 2, @@ -23485,18 +23560,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs aim to remove direct file-open source introspection, but they touch different modules and solve different concrete code paths: one adds a resource-based source resolver in `import_utils.py`, the other changes `_can_set_attn_implementation` in `modeling_utils.py` to use `inspect.getsource`. They are thematically related, not duplicates.", - "confidence": 0.92, + "summary": "These are related by theme (replacing file-based source access with safer introspection/resource APIs), but they fix different code paths in different modules and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a focused behavioral fix with tests, but it is still a separate code-path change from 46152.", + "canonical_pr_reason": "If a single PR must stand in for the cluster, 46207 is the cleaner representative because it fixes a concrete source-reading heuristic in `modeling_utils.py` and includes tests; 46152 is a separate `import_utils.py` refactor in a different path.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone candidate: it addresses a specific source-reading path in `modeling_utils.py` and includes test coverage. PR 46152 is a separate utility-level refactor in `import_utils.py`.", + "best_pr_reason": "46207 is the best representative of the cluster because it targets a specific behavior change in `_can_set_attn_implementation` rather than a more general utility/helper refactor.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Different concrete code paths and mechanisms: `import_utils.py` resource resolution vs `modeling_utils.py` attention-implementation source inspection. Related theme, but not the same fix and not mergeable as one PR." + "reason": "Both avoid `open()` for source-related logic, but they touch different files, different functions, and different problems: `import_utils.py` adds a traversable resolver, while `modeling_utils.py` changes the attention-implementation eligibility heuristic. They are not the same underlying change." } ] }, @@ -23509,14 +23584,14 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 39, + "component_index": 31, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46154-2", "nodes": [ @@ -23526,12 +23601,12 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "dcfcd55eb536b4eea04ae3d8da00fce4f7090c72ef75e69849671fe204343c37", + "prepared_review_unit_hash": "e55e035f695d0e2305697a4268d913f8c017a0868e4bf23630ca374ad9606bf7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5700, + "serialized_chars": 5699, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23539,7 +23614,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5700, + "serialized_chars": 5699, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23548,18 +23623,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add SDPA attention dispatch support, but they target different model families and code paths (T5 vs wav2vec2/audio models), so they are related work rather than duplicates.", - "confidence": 0.89, + "summary": "These are both model-specific SDPA dispatch PRs, but they target different architectures and code paths (T5 vs wav2vec2/audio models), so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the better representative because it is broader and touches the main audio attention stack across many model files, making it the more central SDPA-dispatch change in this cluster.", + "canonical_pr_reason": "No single canonical PR: PR #46154 is T5-only SDPA dispatch support, while PR #46196 is a separate wav2vec2/audio-family SDPA dispatch change touching different models and implementations.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the best global candidate due to its wider scope and stronger likelihood of being the primary implementation for this feature area.", + "best_pr_reason": "PR #46196 is the broader representative within the cluster, but it still is not a substitute for #46154 because they fix different model families and different attention dispatch paths.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Same high-level feature request (SDPA dispatch) but different concrete model implementations and file sets; they would not plausibly be merged into one PR without becoming an unrelated multi-model aggregation." + "reason": "Reject: both are about SDPA dispatch, but they apply to different model families and different concrete code paths (T5 vs wav2vec2/audio models). They would not plausibly be merged into one PR as the same fix." } ] }, @@ -23572,8 +23647,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 39, + "component_index": 32, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23638,8 +23713,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 39, + "component_index": 33, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23701,14 +23776,14 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 39, + "component_index": 34, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46310-2", "nodes": [ @@ -23718,12 +23793,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "272efebc688547d6af241c62954e95a788cd6d3f9e739027c4d677b484653343", + "prepared_review_unit_hash": "d799f38778add9817db64e7e59d15e0b6ca4fd0c155af4efe3da09012605169c", "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 }, @@ -23731,7 +23806,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23740,18 +23815,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests fix the same sliding-window boundary bug: the right-side mask used a strict `<` instead of inclusive `<=`. They overlap on Moonshine streaming and share the same issue target; one PR is a narrower Moonshine-only fix, the other extends the same fix to Gemma4 and adds tests.", - "confidence": 0.98, + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming; PR 46546 is a superset that also applies the same correction to Gemma4 and adds tests.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46546 is the stronger canonical PR because it fixes the same boundary bug in Moonshine streaming and also applies the identical correction to Gemma4, with tests included.", + "canonical_pr_reason": "46546 is the more complete representative: it fixes the Moonshine streaming boundary bug and also applies the same correction to Gemma4 with test coverage.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46546 is the best representative of the cluster because it is the more complete fix for the underlying window-boundary bug and is more likely to be the final merged change.", + "best_pr_reason": "46546 is the strongest standalone PR because it contains the Moonshine fix plus the related Gemma4 fix and tests, making it the most complete candidate.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same concrete bug: the right-window boundary in `inner_mask` is off by one in the same code path, and the fixes are directly merge-compatible." + "reason": "Same concrete off-by-one boundary bug in the Moonshine streaming sliding-window mask; 46546 is an expanded version of the same fix and could plausibly be merged into one PR." } ] }, @@ -23764,14 +23839,14 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 39, + "component_index": 35, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46376-2", "nodes": [ @@ -23781,7 +23856,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "a6cdfebd11326fc91f1e1fd89ff889704682c03dd0bbbf14502a248797cbbfee", + "prepared_review_unit_hash": "237e4196730ecebcdf407ba536a9e9f5453fa56c2bb30a7d0af21899fba70697", "component_budget": { "node_count": 2, "item_count": 2, @@ -23803,18 +23878,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model with docs/tests. They should not be deduplicated.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, while the other introduces the HunYuan VL model package, docs, processors, and tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: the two PRs target different features and code paths, so neither is a duplicate of the other.", + "canonical_pr_reason": "PR 46417 is the more complete and self-contained change set: it introduces a new model implementation with docs and tests, while PR 46376 is a draft infrastructure change for continuous batching and does not overlap in code path.", "best_issue_reason": null, - "best_pr_reason": "46417 is the more complete standalone feature PR (model implementation plus docs/tests), but it is not a duplicate match for 46376.", + "best_pr_reason": "PR 46417 is the best representative artifact for the cluster because it is a substantial, non-draft feature addition with clear scope and broader implementation context.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and subsystems: continuous batching multimodal support vs. a new HunYuan VL model integration." + "reason": "Do not merge: these touch different features and code paths. One is continuous batching multimodal support; the other is a new HunYuan VL model integration. Shared \u201cmultimodal\u201d language is too broad to indicate the same underlying change." } ] }, @@ -23827,14 +23902,14 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 39, + "component_index": 36, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46574-2", "nodes": [ @@ -23844,7 +23919,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "b1f908e880bf2a444d0e59376bd6092d0a731ae685843fcc9ecee0423c1909ba", + "prepared_review_unit_hash": "6e1b6baf7b0b49f32e9ac85ca29c847cdcdad03a7eeca2f87a00acf4040bdd6b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23866,18 +23941,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated tokenizer PRs: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoints loading with the wrong tokenizer class. They touch different code paths and should not be deduplicated.", + "summary": "These two PRs are unrelated tokenizer fixes: one corrects CodeLlama decode stripping behavior, the other fixes auto-tokenizer selection for certain DeepSeek checkpoints. They should not be merged or treated as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46574 is the cleaner representative if one must be chosen: it addresses a single, narrowly scoped decode bug in CodeLlama with a direct fix and tests. PR 46580 is a separate AutoTokenizer mapping problem for different models.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46574 is the best standalone PR in this cluster because it is a self-contained code-path fix with minimal scope and explicit regression coverage; PR 46580 is a distinct tokenizer-class routing change for different checkpoints.", + "best_pr_reason": "PR #46574 is the more self-contained, narrowly scoped fix, but it is not a duplicate of PR #46580; the other PR targets a different auto-tokenizer selection bug in a different code path.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and model families: 46574 fixes CodeLlama decoder stripping leading spaces, while 46580 fixes DeepSeek checkpoints being routed to the wrong tokenizer class. They are not mergeable into one PR." + "reason": "Different underlying bugs and different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer-class routing. The diffs do not overlap and would not plausibly be merged into one PR." } ] }, @@ -23890,14 +23965,14 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 39, + "component_index": 37, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46603-2", "nodes": [ @@ -23907,7 +23982,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "70f4f49d224dc9eb3f319dcae8b4ac1c768259c101f501422707ca7d76ef9e74", + "prepared_review_unit_hash": "037d9b22452056cbbf8bd69084beaa3d3a7f4ff74f10f670dd5cb05f235df4d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23929,18 +24004,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer PRs, but they target different changes: one is a refactor moving MistralConverter into an integrations package, the other adds tekken tokenizer detection/conversion/save support. They should not be treated as duplicates.", - "confidence": 0.94, + "summary": "Two distinct Mistral PRs: one refactors/moves the existing MistralConverter into the new integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap in files and subsystem, but they are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the more substantial feature change, adding tokenizer detection, conversion, and save utilities; PR 46603 is mainly a code relocation/refactor.", + "canonical_pr_reason": "PR #46604 is the more substantive, user-facing tokenizer feature addition and best represents the cluster\u2019s Mistral tokenizer work.", "best_issue_reason": null, - "best_pr_reason": "46604 is the better representative because it carries the broader user-facing Mistral tokenizer functionality and corresponding tests.", + "best_pr_reason": "PR #46604 is the strongest representative because it introduces the new tekken-related behavior and utilities rather than only relocating existing code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "They share Mistral tokenizer files, but the underlying changes are different: one moves MistralConverter into a new package, while the other adds tekken tokenizer detection/conversion/save utilities. They are not the same fix and would not plausibly merge into a single PR." + "reason": "Different code-path changes: #46603 moves MistralConverter into a new package, while #46604 adds tekken tokenizer detection/conversion/save support. Shared Mistral files alone do not indicate a duplicate PR." } ] }, @@ -23953,8 +24028,8 @@ }, { "label": "pull_request", - "component_index": 37, - "component_count": 39, + "component_index": 38, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23976,64 +24051,64 @@ "pull_request:46748|pull_request:46781", "pull_request:46748|pull_request:46773" ], - "prepared_review_unit_hash": "dadee70a398944009af4319f4303489824a7d2b7f01ebf9280da9b4f04f9c4ee", + "prepared_review_unit_hash": "357600b3251fef1012e8fe0276b9aa2c72495a00682761c9c86f7482e78f267b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 5, - "serialized_chars": 10654, - "estimated_input_tokens": 2664, - "estimated_eval_tokens": 5584 + "serialized_chars": 10651, + "estimated_input_tokens": 2663, + "estimated_eval_tokens": 5582 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 5, - "serialized_chars": 10654, - "estimated_input_tokens": 2664, - "estimated_eval_tokens": 5584 + "serialized_chars": 10651, + "estimated_input_tokens": 2663, + "estimated_eval_tokens": 5582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by hybrid/linear-attention model infrastructure, but they fix distinct bugs in different code paths. The closest thematic overlap is between the two cache_utils PRs, yet they are not duplicates.", - "confidence": 0.88, + "summary": "All four PRs are related to hybrid/linear-attention model cache handling, but they fix different bugs in different code paths. None should be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46748 is the closest umbrella representative: it is a concrete cache_utils bugfix with tests and sits at the shared hybrid-model cache layer, though it does not subsume the other PRs.", + "canonical_pr_reason": "PR #46748 is the best representative of the cluster because it fixes a core cache-utils bug in shared infrastructure, with a focused change and tests, and its description is broad enough to cover the common hybrid-model cache failure mode.", "best_issue_reason": null, - "best_pr_reason": "PR 46748 is the best standalone candidate: the bug is specific, reproducible, and centrally located in shared infrastructure, with a clear test surface and narrow scope.", + "best_pr_reason": "PR #46748 is the strongest standalone candidate: it addresses a concrete runtime mismatch in offloaded cache prefetching, touches shared cache logic rather than a single model, and has clear test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different fixes and code paths: Nemotron/Zamba2 chunked-prefill speculative decoding vs QuantizedCache construction on hybrid models." + "reason": "Different failures: #46741 fixes Mamba2 mixer behavior during chunked prefill/speculative decoding in model forward, while #46781 fixes QuantizedCache layer construction for hybrid models. Same broad area, but not the same bug or patch." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Both touch forward logic, but one fixes chunked-prefill/speculative verify while the other fixes padding-mask application for batch size 1; not the same bug." + "reason": "#46741 is about chunked-prefill/speculative decoding in Mamba2/Zamba2/Nemotron-H mixers; #46773 is about padding masks being skipped for batch size 1 in linear-attention models. Distinct code paths and symptoms." }, { "left": "pull_request:46741", "right": "pull_request:46748", "accept": false, - "reason": "Model-specific mixer logic bug vs cache offload prefetch device mismatch; unrelated failure modes." + "reason": "#46741 changes model forward logic for Mamba2-style mixers; #46748 changes cache prefetch/offload behavior in cache_utils. Related subsystem, but different concrete bugs." }, { "left": "pull_request:46748", "right": "pull_request:46781", "accept": false, - "reason": "Both are cache_utils/hybrid-model fixes, but one addresses offloaded cache prefetching and the other QuantizedCache layer-type selection; different concrete code paths." + "reason": "Both touch cache_utils, but #46748 fixes device mismatch in cache prefetching/offload, while #46781 fixes QuantizedCache initialization for hybrid layer types. Different underlying issues and not plausibly one merged PR." }, { "left": "pull_request:46748", "right": "pull_request:46773", "accept": false, - "reason": "Cache offload bug vs padding-mask bug in linear-attention models; no shared underlying defect." + "reason": "#46748 is an offloaded-cache device/prefetch fix; #46773 is a padding-mask bug in linear-attention model forwards. They do not fix the same code-path problem." } ] }, @@ -24046,14 +24121,14 @@ }, { "label": "pull_request", - "component_index": 38, - "component_count": 39, + "component_index": 39, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46753-6", "nodes": [ @@ -24077,12 +24152,12 @@ "pull_request:46791|pull_request:46793", "pull_request:46753|pull_request:46793" ], - "prepared_review_unit_hash": "3b40690a8b53b2ecaa531f96e0d40e77bd66be67bceec286e4abf6646f5cb5d3", + "prepared_review_unit_hash": "702436bfcb51df0c912d8be60c89e1738b967b59bbb2040ac5c28f7049be2c5d", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 11, - "serialized_chars": 15630, + "serialized_chars": 15632, "estimated_input_tokens": 3908, "estimated_eval_tokens": 8072 }, @@ -24090,7 +24165,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 11, - "serialized_chars": 15630, + "serialized_chars": 15632, "estimated_input_tokens": 3908, "estimated_eval_tokens": 8072 }, @@ -24099,84 +24174,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is centered on the same bug: `apply_chat_template` can crash on an empty conversation list. The PRs differ mostly in wording of the error, the exact guard style, and whether tests or sibling chat-template code paths are also updated.", - "confidence": 0.91, + "summary": "These PRs are all variants of the same empty-conversation bug in `apply_chat_template`: some add an explicit `ValueError`, others just guard against `IndexError`, and one broadens the fix to other chat-template entry points. I\u2019d treat the whole set as one duplicate cluster, with the broadest PR as canonical.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46794 is the cleanest representative of the core fix: it adds the minimal empty-list guard directly in `tokenization_utils_base.apply_chat_template` for the exact IndexError path.", + "canonical_pr_reason": "PR 46793 is the most complete representative: it fixes the empty-conversation failure in multiple chat-template implementations and includes tests, so it best captures the cluster\u2019s underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 46794 is the best overall cluster representative because it targets the precise bug with the simplest code change and the clearest title, without extra scope beyond the core path.", + "best_pr_reason": "PR 46793 is the best standalone fix to keep because it covers the widest relevant code paths for the same bug and is the most likely to subsume the narrower variants.", "soft_edge_verdicts": [ { "left": "pull_request:46753", "right": "pull_request:46791", "accept": true, - "reason": "Both fix the same empty-conversation crash in `apply_chat_template` in `tokenization_utils_base`; they differ only in the exact error message vs. guard style." + "reason": "Same underlying empty-conversation bug in the same `apply_chat_template` code path; the error-raising and index-guard variants are alternative fixes for the same issue." }, { "left": "pull_request:46778", "right": "pull_request:46794", "accept": true, - "reason": "Same underlying bug and same code path: preventing empty conversation lists from reaching `conversation[0]` in `apply_chat_template`." + "reason": "Both are narrow fixes for the same `apply_chat_template` empty-list failure in `tokenization_utils_base.py`." }, { "left": "pull_request:46778", "right": "pull_request:46789", "accept": true, - "reason": "Both are the same fix for the same `apply_chat_template` empty-list IndexError, with only minor wording/guard differences." + "reason": "Same bug, same function, same file; both prevent empty-conversation handling from crashing, just with slightly different wording/guarding." }, { "left": "pull_request:46778", "right": "pull_request:46791", "accept": true, - "reason": "These are near-identical fixes for the same empty-conversation crash in `tokenization_utils_base.apply_chat_template`." + "reason": "Both target the same concrete failure on empty conversations in `apply_chat_template`; these are duplicate fix variants." }, { "left": "pull_request:46789", "right": "pull_request:46791", "accept": true, - "reason": "Same concrete bug and same line of code: guarding `conversation[0]` access when the list is empty." + "reason": "Same code-path bug and same file; both are just different implementations of the empty-list guard." }, { "left": "pull_request:46789", "right": "pull_request:46794", "accept": true, - "reason": "Both implement the same empty-list guard for `apply_chat_template`; the diff is effectively the same bug fix." + "reason": "Both patch the same `tokenization_utils_base.apply_chat_template` empty-conversation crash." }, { "left": "pull_request:46791", "right": "pull_request:46794", "accept": true, - "reason": "Both are the same minimal `len(conversation) > 0` guard for the same `apply_chat_template` IndexError path." + "reason": "These are materially the same fix for the same empty-conversation `IndexError` in `apply_chat_template`." }, { "left": "pull_request:46793", "right": "pull_request:46794", "accept": true, - "reason": "PR 46793 includes the same core empty-conversation fix in `tokenization_utils_base`, plus related guards in sibling chat-template implementations, so it is the same bug family and could plausibly be combined with 46794." + "reason": "Same underlying empty-conversation bug; 46793 additionally covers related chat-template entry points, but it still overlaps on the same concrete failure." }, { "left": "pull_request:46753", "right": "pull_request:46778", "accept": true, - "reason": "Both change `apply_chat_template` to handle empty conversations safely; they are duplicate fixes for the same user-visible failure." + "reason": "Both address the same empty-conversation defect in `apply_chat_template`; one raises a clearer error, the other uses a guard." }, { "left": "pull_request:46791", "right": "pull_request:46793", "accept": true, - "reason": "They address the same empty-conversation crash in chat-template handling; 46793 is a broader superset but still the same underlying bug family." + "reason": "Same bug class and overlapping `apply_chat_template` code path; 46793 is broader, but they are still duplicate fixes for the empty-list crash." }, { "left": "pull_request:46753", "right": "pull_request:46793", "accept": true, - "reason": "Both are about preventing empty-conversation failures in chat-template application; 46793 simply extends the same fix to additional related code paths." + "reason": "Both fix the same empty-conversation failure in chat templating; 46793 just extends the fix to more implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster is coherently centered on the empty-conversation IndexError in chat-template handling, and the pairwise merge judgments look conservative and mergeable within the same bugfix family. PR 46794 is a reasonable canonical representative." + "feedback": "The cluster summary is grounded in the packet: all PRs target the same empty-conversation failure around `apply_chat_template`, and PR 46793 is the broadest representative because it spans multiple chat-template implementations and adds tests. The pairwise acceptances are conservative enough overall; the only minor issue is a slightly imprecise description of which variant raises vs. guards in one reason, but not enough to invalidate the cluster." }, "evaluator_used": true, "retried": false, @@ -24186,8 +24261,8 @@ }, { "label": "pull_request", - "component_index": 39, - "component_count": 39, + "component_index": 40, + "component_count": 40, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index bea24dd64467be4b347a359a5ecabfaed765a605..64b6da216fb410db43ef64c44fecca2eba70605e 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260622t000017z", + "analysis_id": "hybrid-model-20260622t060015z", "archived_artifacts": { - "hybrid": "snapshots/20260622T000017Z/analysis-runs/hybrid-model-20260622t000017z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260622T000017Z/analysis-runs/hybrid-model-20260622t000017z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-22T00:04:30Z", + "published_at": "2026-06-22T06:06:56Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260622T000017Z", + "snapshot_id": "20260622T060015Z", "variant": "hybrid" } diff --git a/snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/analysis-report-hybrid.json b/snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/analysis-report-hybrid.json new file mode 100644 index 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"cluster_id": "cluster-45698-3", + "canonical_pr_number": 45729, + "duplicate_pr_numbers": [ + 46800 + ], + "target_issue_number": 45698, + "reason": "PRs in cluster-45698-3 are treated as duplicates because they converge on issue #45698 with closing_reference evidence." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 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Kernel cross-entropy call and Phi-tiny-MoE autocast mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP error is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU/model support issue and outdated RAG examples are different problem classes." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy hook mismatch and tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility claims: torch 2.4.1/5.8.0 vs USE_DISTRIBUTED=0 breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The three accepted duplicates are plausibly the same bug families from the titles, and the false negatives are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "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", + "issue:46772" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:43866|issue:44863", + "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:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue: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" + ], + "prepared_review_unit_hash": "884648442416fe290f879d26836338c9f756d4038bbadc0cec94cc9726ca8834", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38903, + "estimated_input_tokens": 9726, + "estimated_eval_tokens": 19708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports across unrelated model-loading, device-mapping, docs, and runtime issues. The only clear duplicate-like pair is the AutoTokenizer token-ID regression, where the broader multi-model report subsumes the Granite-specific one.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the broader v5 AutoTokenizer token-ID regression across multiple model families, and it naturally covers the narrower Granite-specific report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative of the cluster\u2019s only substantive duplicate theme and has the broadest, most general problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint loading is unrelated to Sam3Model text-encoder weights not being loaded." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure for PaddleOCR-VL is unrelated to PyTorch USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError-ish, but the failure modes and contexts differ too much: Qwen3 auto device mapping vs BertModel under ZeRO-3 init." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing in vLLM is not the same bug as Qwen3 auto-device-map cudaErrorAssert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate documentation issues about different deprecated/changed text in different docs areas." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to distributed build/runtime support with USE_DISTRIBUTED=0." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU incompatibility for GPT-OSS is unrelated to table-question-answering task crashes." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are different code paths and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to Qwen3.5 video token/feature mismatch in chat templating." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek coder is unrelated to outdated RAG examples." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral-Mini is not the same bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "A corrupted checkpoint and NVFP4 compatibility are different underlying problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG example documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate broad compatibility issues." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same underlying AutoTokenizer regression producing wrong token IDs; 45920 is the broader multi-model umbrella." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to PyTorch distributed-disabled support." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 execution failure is unrelated to RAG documentation drift." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3 and the other is a Qwen3-MoE-specific sliding_window issue; not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "These are both shape/index errors, but the reported symptoms and model/setup contexts differ too much to treat as one bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/running failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load-test failure and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/BertModel index error is unrelated to torch 2.4.1 vs transformers 5.8.0 compatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a general chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window config failure and Gemma4 device-mismatch forward error are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram_mps int issue in MoE." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram_mps limitation are different runtime problems." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Gemma3 sliding_window_pattern compatibility." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/tracing-related, but the concrete ops and failure modes differ (grouped_mm tracing vs autocast dtype mismatch)." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-length mismatch and cudaErrorAssert are not the same underlying bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class errors are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mapping mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the only clearly supported duplicate pair is issue:45812 subsumed by issue:45920. The accepted soft-edge verdict is conservative, and the rejected pairs are mostly justified by distinct model families, failure modes, or issue types." + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:44387", + "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:44387|issue:45005", + "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:43645|issue:45399", + "issue:45632|issue:45698", + "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": "f7ca557269847b15fa8de8cfd425cd2bc7bd4c9138fac5d72c61c93060c84441", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a duplicate set. The only plausible soft duplicate is the Qwen3.5 video-input regression pair; the rest differ by model family, code path, or symptom.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44479 is the broader, earlier report of the Qwen video-input regression and best matches the only credible duplicate pair in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest issue candidate because it captures the broader video-input regression affecting multiple Qwen variants, while the other issues are mostly unrelated one-offs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both are v5 regressions, but one is int4/OOM and the other is tied-weights behavior; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related failures, but one is a mask/tensor indexing error and the other is an SFT-trainer embedding unpacking issue." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE problems: torch dynamo grouped_mm tracing vs tensor-parallel behavior for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "One is an autocast dtype mismatch, the other is a chat/completions streaming failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming inference." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Init_empty_weights constructor breakage is unrelated to the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is a different bug from config-field serialization." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure is unrelated to the float8 storage lookup error." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/mismatch reports, but one is image-preprocessor dtype and the other is video token/feature alignment." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different indexing failures in different contexts; no shared underlying bug is evident." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression: video features/tokens mismatch in the apply_chat_template path." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern embedding quality, but they target different SigLIP generations and different failure modes." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and meta-to-empty rotary embedding initialization are separate code paths." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 and remote-code config_class errors are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is not the same as Qwen3.5 input-embedding unpacking in TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss and a GLM5 issue do not share the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model init problems are unrelated to FlashAttention fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is cache-path collision and the other is wrong module reload after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model classes and symptoms; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Fine-grained FP8 config failure is unrelated to flash-attn fallback behavior." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different subsystem from tied-weights handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading/memory behavior is not the same as tied-weight translation-model issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to a removed docs command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not a tied-weights regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs mentioning a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "These are both validation/error-message issues, but for different model families and different checks." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different model families; not one underlying defect." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and init_empty_weights constructor errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unexpected init argument handling is unrelated to GraniteMoEHybrid method dispatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly cross-family or cross-subsystem mismatches, and the single accepted edge, issue:44479 \u2194 issue:46294, is a conservative same-bug call based on the shared Qwen3.5 video-input regression. No overreach stands out in the remaining rejections." + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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: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:45356", + "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: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:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:45081|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "15552a0a5ffdd6876565910e3dcdc785ae919c54ea18909d0802c53a426e5057", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38207, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate family is the Transformers v5 non-persistent-buffer regression: 43950, 44534, and 43644 are the same underlying loading bug. Issue 45902 is related in theme, but the evidence here only supports it as an adjacent rotary-embedding/uninitialized-memory manifestation, not a clean duplicate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the best canonical issue because it states the broadest version of the non-persistent-buffer regression (`from_pretrained` corrupting `register_buffer(persistent=False)` state), and it clearly subsumes the direct duplicates 44534 and 43644; 45902 is related but not safely the same bug from the provided evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest representative of the duplicate set: it captures the underlying v5 buffer-corruption regression most generally and matches the clearest duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: both report v5 corruption of non-persistent buffers during model loading / `from_pretrained`." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example breakage and the other is a model quality complaint; not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are being filled with junk/corrupted during loading." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: unexpected `num_items_in_batch` kwarg vs DeepSpeed ZeRO-3 loading `IndexError`." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/loading related, but the bitsandbytes constructor error and missing Float8 storage error are distinct bugs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch vs RLHF NaN/gradient explosion from 3D `position_ids` and SDPA fallback." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model token-id issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Same broad area, but a SigLIP2 embedding-quality complaint is not the same as a generic tokenization-change regression." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 reports, but zero probabilities and worse text embeddings are different symptoms with no clear shared bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related theme, but 45902 is specifically about `inv_freq` uninitialized memory after `meta -> to_empty(cuda)` materialization; the evidence does not show it is the same bug as the non-persistent-buffer corruption regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failures: bad AutoTokenizer error messaging vs missing `all_tied_weights_keys` on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence crash and CPU-offload rotary-embedding incompatibility are distinct problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is an output-quality complaint and the other is an HF-vs-JAX discrepancy; not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but gradient checkpointing ineffectiveness and increased reserved CUDA memory under int4 quantization are different defects." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different root causes: Gemma-4 FSDP2 attention `KeyError` vs Qwen3_5Moe uninitialized `inv_freq` after materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms: Voxtral tokenizer error messaging vs GLM-4V loading failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-time noise vs a specific model loading failure; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs Python 3.13 `flash_attn` import error; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is noisy loading output, the other is inability to load a specific model; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training shape error vs early-stopping metric lookup; unrelated training-time issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but the underlying mechanisms and affected behavior are different." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related remote-code breakage, but the reports are too broad and not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different loading paths and errors: ZeRO-3 index error vs FineGrainedFP8Config failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; no shared underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and bitsandbytes `Int8Params` incompatibility are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op error vs Gemma4 device-map mismatch; unrelated platform/model problems." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load failure and a GLM5-specific issue are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading failures, but the specific failures are different and do not appear mergeable." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code loading breakage vs Gemma4 device-map mismatch; different problem categories." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback gating; unrelated code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs broad remote-code regression; not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime issues: autocast dtype mismatch vs PLE device mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility regression across versions vs a tied-embeddings warning; too different to merge." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage vs Kimi-K2.5 tokenizer codec regression and warning mismatch; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the evidence for grouping issue 45902 with 43950/44534. In the packet, 43950 and 44534 clearly match on the non-persistent-buffer / `from_pretrained` regression, but 45902 is only titled as an `inv_freq` uninitialized-memory issue after `meta -> to_empty(cuda)` materialization; that is related at a high level, but not clearly the same bug from the provided evidence. Because the canonical/soft-edge claims treat 45902 as a clean duplicate, I would not accept this cluster judgment as written." + }, + "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": 5, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue: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:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43404|issue:43950", + "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:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "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:43638|issue:46515", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "4e8f99064869462af24393e265295205c1888c5b29221c1b3e5d7c373a911eda", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated model-loading/tokenizer regressions, with a few true duplicates: docs about removed pipeline tasks, the `_is_hf_initialized` init-empty-weights incompatibility, the mask-shape IndexError, and likely the remote-code and Qwen video regressions. Most other pairs are only loosely similar and should stay separate.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set: it captures the general recent-v5 remote-code loading regression that can plausibly subsume concrete follow-ups like 46661.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best global representative because it is the most general and central loading-regression report among the issues shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is about skip_special_tokens per-item lookup and the other about convert_tokens_to_ids with many added tokens; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs issue: both report stale pipeline task references after v5 removals, just phrased with different examples." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenizers, but one is a LlamaTokenizer pre-tokenizer override bug and the other is a DeepSeek-Coder v1 output regression; not clearly the same fix." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both touch AutoModel / multimodal loading, but one is from_config text_config unwrapping and the other is remote-code config_class handling; different bugs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` compatibility regression during loading/init_empty_weights; 44291 is the broader form of the same failure." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "These are different regression types: untied lm_head weights vs silent corruption of non-persistent buffers." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config load path vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": true, + "reason": "Same remote-code model-loading regression in recent transformers; 46661 is a concrete manifestation of the broader breakage described by 45020." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but the titles point to different problems and no clear shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with model_accepts_loss_kwargs; distinct code paths." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is a bad error message for Voxtral and the other is a hard tokenizer failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA effectiveness bug and the other is a missing flag on a trust_remote_code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated symptoms: unexpected compute_loss kwarg vs mask/tensor shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 Qwen weight-loading failures, but the model variants and missing-weight patterns differ enough that this is too broad to merge." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different model families; only the broad theme overlaps." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime failures: RLHF/SDPA BF16 gradient explosion vs flash_attention sink-less AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same v5.3.0 Qwen video-input regression family; 44560 looks like a specific model manifestation of the broader bug in 44479." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/loading complaints for different models; one is Voxtral error messaging, the other is a separate model load failure." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape IndexError symptom with the same underlying indexed-tensor mismatch; the titles are effectively the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different areas: DeepSpeed training weight-shape error vs image processor void segmentation maps." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model-family issues: PagedAttentionCache/linear_attention vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but for different architectures and different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs a torch.autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: ZeRO-3 index-out-of-bounds during Bert init vs a torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different issues in different subsystems; only the Qwen-related naming overlaps." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different low-level bugs: video rope-index scaling vs uninitialized rotary embedding memory after meta-to-empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different symptoms and causes: non-pretrained Bert ZeRO-3 init failure vs torch compatibility issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device_map auto placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are plausible from the titles alone, especially the near-identical docs issue, the `_is_hf_initialized` regression, the mask-shape IndexError, and the Qwen video regression family. The remote-code pairing is a bit broader, but the wording is still hedged enough to avoid overstatement." + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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: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:43644|issue:44534", + "issue:38175|issue:39692", + "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": "1d8003db621f98c5ac014557adbecc296e880ad417d1909dd48e05341db00004", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with only a couple of clear duplicate pairs. The strongest duplicate theme is the v5 non-persistent-buffer corruption bug; most other pairs are related only by broad subsystem or model family.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43950 is the clearest, most general statement of the shared v5 buffer-corruption regression, and it subsumes the near-duplicate symptom in 43644/44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best representative issue because it names the concrete failure mode (`from_pretrained()` corrupting non-persistent buffers) and the regression scope, making it the most useful canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different problems: GGUF architecture support vs a Float8 storage lookup error." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal, but they hit unrelated paths: image preprocessing dtype mismatch vs video embedding StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Distinct bugs: AudioFlamingo3 batched track leakage vs Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export breakage for a specific class is not the same as meta-device loading failures across models." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to Kosmos2.5 long-input index errors." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and meta-device loading failure are different code paths and symptoms." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration and an MPS histogram-not-implemented error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers v5 breaks custom model initialization, with 43645 just adding the Jupyter/notebook context." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-related failures: video embedding loading vs TRL SFT unpacking." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Separate attention-path bugs: SDPA/torch.compile on Bamba vs flash-attention position_ids handling on Qwen3.5." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Generic torch-version incompatibility is too broad; these are not the same concrete flex_attention bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to GGUF gpt-oss model support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An import-path break for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Model-type registration logic and Gemma4 forward device placement are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: Qwen3-vl StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and likely different inference paths; not enough to treat as one bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but on different models and likely different missing fields/constraints." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization failure is unrelated to add-new-model-like/tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Another Zero3/Bert loading bug, not the same as tokenizer mapping registration." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading and Strix Halo mmap OOM are distinct memory/loading issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA compatibility across hf versions and BitNet packed-weight loading are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Clear duplicate: both describe the same v5 regression where non-persistent buffers get filled with junk during loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs and a SigLIP2 docs example with model/processor mismatch plus quantization failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3, but one is auto device-mapping cuda asserts and the other is FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both fail to load BERT models, but the reports name different models and no shared concrete root cause is evident." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "dtype being ignored in multimodal checkpoint loading is a different code path from from_config leaving model.config.dtype stale." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical issue choice and summary are grounded in the packet, and the soft-edge decisions stay conservative overall. The duplicate 43644/44534 and the broader 43950 theme are well-supported by the titles, and the rejected pairs are mostly distinct enough to justify false." + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:45507|issue:46468", + "issue:45313|issue:45357", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "86d4285278a117aa27f203ac750b82441dddd11afe6144c4005d20e0d54fb1d3", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a similarity-heavy mix of unrelated Transformers bug reports. I only see two true duplicate-like pairs: resize_token_embeddings propagation across model variants, and missing lm_head weight tying in multimodal generation models. The rest should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "There is no single canonical issue for the whole cluster: the items span distinct regressions in tokenization, loading, training, quantization, and model-specific generation behavior.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:45276 is the cleanest representative of a real duplicate pair (with issue:45335) and describes the broader embedding-update failure more explicitly.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Both are about model bugs, but the model families and failure modes differ completely; no shared code-path is evident." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: DeepSpeed ZeRO-3 loading of language_model weights vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated Transformers 5 regressions: non-persistent buffers junk vs Jupyter custom-model initialization failure." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer/model loading failures, but the affected models and the reported symptoms are not the same concrete bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: Qwen3 MoE training memory usage vs offloading failing under quantization." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is MoE training memory and the other is int4 reserved-memory/OOM; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example/model-processor mismatch and the other is bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility and resize_token_embeddings behavior are unrelated issues." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different Qwen3-related failures: MoE weight conversion under accelerate+deepspeed vs GLM-4.7 loading in tests." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to SGD optimizer arguments being ignored." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures for different models and causes; no shared bug path." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA checkpoint compatibility and Qwen3-VL weight-shape mismatch are different problems." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model-loading issue vs quantized-sinq save/load breakage; not the same change." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both touch model loading/saving, but extra_state handling and _is_hf_initialized argument handling are separate failures." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different failure mechanisms." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated runtime errors." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug: both report downstream embeddings not being updated in composite model classes." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is packed-sequence/position_ids misinterpretation and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/vocab-related loading reports, but they do not describe the same concrete defect." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are different compatibility issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and int4 reserved-memory OOM are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example errors and GLM5 loading issues have no shared code-path." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT LoRA and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference leakage are different failures." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states error and Qwen multimodal text_config unwrapping are separate model-integration bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing lm_head weight tying in multimodal generation models, leading to incorrect generation; a shared fix path is plausible." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import failure and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma integration problems: FSDP2 shared_kv_states vs CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization memory OOM and mmap OOM are different resource-management issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The two accepted pairs are plausibly the same bug class from the titles alone, and the rest of the rejections avoid 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": 8, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "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:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "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:44683|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "771de768f53a50cd9a82dc2f5aee6c97d4252bcabf34acfbcdebc89088689639", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformer regression issues spanning tokenizer behavior, custom model save/load, quantization, and model-specific forward bugs. The only clear duplicate-like pairs are the resize_token_embeddings reports around output embeddings; the rest are related only at a broad subsystem level, not the same concrete defect.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45698 is the strongest overall anchor: it is open, has the most activity/references, and sits in the custom model save/load regression area that appears repeatedly in this cluster. That said, the cluster is heterogeneous, so it is more of a representative issue than a true single canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best global issue candidate because it is active, well-discussed, and addresses a broadly impactful regression in custom module loading after save_pretrained.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both mention model-loading/quantization failures, but they are different models and different quantization paths (NVFP4 vs MXFP4 fallback). Too broad to treat as the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "One is meta-device loading regressions; the other is mmap/OOM on Strix Halo. Same general area of loading, but not the same failure mode or code path." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different bugs: embedding/token leakage in batched audio inference vs Gemma4 device mismatch. Not mergeable as one fix." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is a PEFT/LoRA effectiveness issue and the other is eval-mode incompatibility. Different conditions and fixes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared_kv_states are unrelated code paths." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and an example script breakage are related only by model family, not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report resize_token_embeddings failing to update output-side embeddings. The Gemma4-specific report and the generic report look like the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support in moe code is unrelated to the Nemotron example failure." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading failure are different issues despite both touching newer model configs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM on Strix Halo are separate defects." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to Qwen3.5 RLHF NaN explosions." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 attention-state rebuilding are different attention bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load workflows, but one is a permissions propagation problem and the other is wrong-module loading after save_pretrained. Not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7-Flash is not the same as the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior for mistral_common tokenizers are distinct tokenizer bugs." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "One is an autocast dtype mismatch, the other is a meta-device loading failure." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe resize_token_embeddings not propagating to output/decoder embeddings. Same underlying embedding-resize bug across models." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are not the same concrete issue." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are different problems." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad and not the same bug as a specific autocast dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models and slow convert_tokens_to_ids performance are separate tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids and CodeLlama round-trip leading-space loss are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading failures and notebook custom-model initialization failures are both Transformers 5 custom-model regressions, but not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside classes are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type and non-template-node compile errors are not the same code-path problem." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility is too broad; Gemma4 PLE device mismatch is a specific model-forward bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A general Torch compatibility issue does not match the Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage object lookup and compile-time template-node errors are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different model/runtime bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of a prior issue and a Qwen3.5 cache crash are not the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it stays conservative about heterogeneity, and the only accepted soft-edge pairs are the resize_token_embeddings issues that genuinely look like the same bug family. The chosen anchor issue (45698) is also supported by the activity and title data. No obvious overstatement or non-mergeable pairing stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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: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:44265|issue:44898", + "issue:44671|issue:44991", + "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:43716|issue:45084", + "issue:36032|issue:42915", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "94a7c71f078761b542bdeff9c2a92ff8684455403d75260980519fe189890f11", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous cluster of Transformers v5 regression reports, mostly model/tokenizer loading issues and a few unrelated runtime/device bugs. I do not see any true duplicate pairs among the soft edges, so I\u2019d keep them separate and use the broad loading-regression issue as the best anchor.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set and is a better cluster anchor than the many model-specific edge cases.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most representative of the overall cluster because it describes a core framework-level loading break rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they cover different removed/changed pipeline docs and different mismatches." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a SIGLIP2 inference regression; the other is a ModelOutput key-assignment bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems: torch.export / torch_compilable_check versus Perceiver positional interpolation." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer failures: CamemBERT masked-LM predictions vs EMBEDDIA tokenizer loading." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but the T5 tokenizer method-name conflict and gguf_file handling are distinct bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is a different code path from AutoModelForCausalLM config unwrapping." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a version-wide loading regression and the other is a specific shape-mismatch case." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same bug as the mistral_common tokenizer message issue." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and the Mistral regex patch crash are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but Qwen3 MoE training inefficiency and Strix Halo mmap OOM are different causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel initialization and compiled flex_attention on new torch versions are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL/Qwen3-VL video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert and crashing in _patch_mistral_regex are different tokenizer bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but for different models and different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are not the same concrete tokenizer bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different model issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to the compile-time template-node error." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement bugs, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression do not share the same underlying bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3Model text-encoder weight loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config fields and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation failure are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 10, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "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:43582|issue:43632", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:43377|issue:43819", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "adbc0807d92fd87a8d79cf81665143714d7f6dc6ebd4d792a51931ebba32bc38", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38007, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated Transformers bugs, with one loose mini-theme around v5 custom-model initialization/state handling. No soft pair looks like the same concrete bug, so all candidate duplicate edges are rejected.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the v5 custom-model initialization regression theme; several nearby issues are narrower variants of init/state/buffer handling.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best captures the cluster's dominant v5 model-initialization breakage without being overly niche.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different bugs: AppleSilicon warmup TypeError vs `_is_hf_initialized` flag regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths: FineGrainedFP8Config failure vs PagedAttentionCache invalid group type on Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/quality issue vs tokenizer post-processor runtime update bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regression theme, but one is non-persistent buffer serialization and the other is custom model initialization." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counter bug vs multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend installation metadata issue vs unsupported tensorflow_text backend lookup." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper/tokenization, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after alignment." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction regressions, but one is unsupported center arg and the other is a different fbank helper issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete failure mode is shown." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization breakage in notebooks." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different modalities and failures: multi-image Qwen2.5-VL finetuning vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Generic compile/template TypeError vs GraniteMoEHybrid invalid-method call; only broad API churn overlaps." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Different GGUF/from_pretrained failure modes; one is API breakage, the other is version-specific loading failure." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: dequantized device_map offload vs Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 tokenizer/model loading failures, but for different models and not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor chat-template sampling-rate bug vs MIMI batched-vs-single padding-mask discrepancy." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading issue vs tokenizer continue_final_message bug; different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-specific loading failures; no evidence they share one root cause." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template compilation error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise/logging complaint vs Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation mismatch vs StaticCache sequence-length contract bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer junking." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization issue vs non-persistent buffer corruption are distinct failures." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different models and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related weight-tying theme, but one is a model-specific missing tie and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency vs DAC from_latents / missing STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure vs init_empty_weights unexpected `_is_hf_initialized` argument; different init paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model processor bugs: nonsensical outputs vs wrong image size from processor." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading failure vs Mistral tokenizer regex patch crash; not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for a specific checkpoint vs a tokenizer regex patch attribute error." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection issue vs TrainerState input-tokens counter not updating." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer class method conflict vs key error loading MobileLLM-125M." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; different low-level problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "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:44987", + "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:44062|issue:44987", + "issue:44265|issue:44610", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "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:43632|issue:44756", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43632|issue:44534", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "0a45eade6adf9863e860a3c6c343b88efd04f758ae3958f48d5975b520a57fd2", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35691, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated regression and model-specific bug reports. The only clear duplicate-like pair is the two Qwen3.5 save_pretrained checkpoint issues (45216 / 45357).", + "confidence": 0.89, + "canonical_issue_reason": "issue:45216 is a clear, high-signal regression report with an explicit version boundary and broad checkpoint-save impact; it is the best single issue to anchor the Qwen3.5 save_pretrained problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative issue in the set because it describes a concrete regression, identifies the affected model family, and likely captures the core save_pretrained failure behind the related follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: one is generation performance overhead from GPU sync/dispatch, the other is a StaticCache return-type contract issue." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both involve tokenizer/model loading failures, but they point to different code paths and symptoms; not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated failures: torch.export with torch_compilable_check versus an OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL/video behavior, but 44479 is a broad multi-model video-input regression while 45325 is a specific still-image temporal-position scaling bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: Llava Next load segfault versus Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different issues in different model families: Qwen3-MoE sliding_window versus granite_speech config strictness." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Completely unrelated: a T5 tokenizer method conflict versus a Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained/checkpoint regression; 45357 looks like a narrower symptom of the broader issue in 45216." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizers, but one is a loading failure and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: Torch 2.10 compatibility versus noisy loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different failure modes; no shared concrete code-path bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated: fbank feature extraction issue versus compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is multi-image training with IterableDataset and the other is a temporal-position scaling regression." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: _is_hf_initialized breakage versus mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is unrelated to the tokenizer loading failure in EMBEDDIA/est-roberta." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Whisper runtime issue versus a Float8 storage lookup TypeError." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode usage and the other is a missing capability flag on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different TypeErrors from different subsystems; no shared underlying bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training-related, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different tensor/model internals: ModelOutput key assignment versus Gemma4 FSDP2 shared_kv_states rebuild." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely unrelated: high perplexity on a benchmark versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug is unrelated to a DeepSeek-R1-Distill-Llama accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures affecting different model/config paths; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training workflows and different model families; no same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they are distinct issues with different failure mechanisms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: GGUF loading failure versus CLIPTokenizer max-length bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet\u2019s titles and stays conservative overall. The duplicate-like call on 45216/45357 is plausible from the shared Qwen3.5 save_pretrained regression theme, and the rest of the pairwise rejects are appropriately cautious given the limited 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": 12, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43582", + "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: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:45812", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43531|issue:44291", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "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:45325|issue:45834", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43632|issue:45072", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381" + ], + "prepared_review_unit_hash": "23f14b113f36a1c2a48618c2ce758c415cf5753ffacb868f016a9b3b622cd007", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of unrelated Transformers issues, with one conservative duplicate candidate around Qwen2.5-VL position-id/rope-index handling. The SigLIP2 pair is related in model family and symptom type, but the titles alone do not establish the same concrete bug, so it should not be accepted as a duplicate pair.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43611 is the best broad representative of the cluster\u2019s recurring v5 loading/init regressions, but it should be treated as an umbrella theme rather than a true duplicate of the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most central and general issue in the set: a Transformers v5 model-loading regression that overlaps thematically with several other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: a bad AutoTokenizer error for Voxtral vs a TypeError in allocator warmup on Apple Silicon." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention offloading/memory, but one is dequantized model loading and the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/package complaints, but the concrete problems differ: missing TensorFlow backend vs tensorboard-only causing an undefined tf backend error." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: runtime post-processor refresh vs missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated internals: ModelOutput key assignment vs non-persistent buffer initialization." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping assert vs a Mistral regex patch crashing on tokenizer backend access." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training regressions, but they affect different mechanisms: flash_attention_3 classification behavior vs num_labels=1 degenerate loss." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores tokenizer.json while the other returns wrong token IDs for Granite models." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 loading/init area, but one is specifically base_model_prefix loading and the other is custom model initialization." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but the underlying bugs differ: missing padding mask support vs NaNs from all-padding windows." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA tower/weight issues vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different packaging/runtime problems: TensorFlow backend installation vs PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: non-persistent buffers getting junk values vs ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model issues, but Video-LLaVA tower mismatch and Qwen3.5 visual encoder save keys are distinct." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key handling are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different areas: torch.export with torch_compilable_check vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are model-loading/runtime regressions, but whisper runtime failure and meta-device loading failures are different bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id / rope-index generation path; one is image temporal scaling and the other is video vision_position_ids." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "They share the SigLIP2 family and a symptom class, but the titles do not clearly identify the same concrete bug, so this is too weak to merge as a duplicate." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related to lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization depending on device." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different Qwen2.5-VL OCR/multimodal issues: position-id scaling vs long-input index error." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL multimodal inputs, but iterable-dataset multi-image finetuning failure is not the same bug as video position-id computation." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading/training failures: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading in v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different v5 breakages: unexpected _is_hf_initialized in init_empty_weights vs strict config rejecting granite_speech." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag handling vs dtype mismatches in bf16 inference." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior and tokenization changes are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position indexing." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is broadly grounded, but it overstates the evidence in a couple of places. In particular, calling the SigLIP2 issues (43493/43994) a \"clear duplicate pair\" is stronger than the packet supports: they share a model family and symptom class, but the concrete failures are not clearly the same bug from the titles alone. The Qwen2.5-VL pair looks more plausible, but the overall writeup should stay more conservative about duplicate/merge-same-bug claims. Because soft-edge verdicts need to be conservative, I can\u2019t accept this as written." + }, + "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": 13, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "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:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "6925143f8f99b1d345e1e7ea8a8db4a73280d1645efa7454c35c88d1b59533d3", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports across tokenization, multimodal loading, offloading/quantization, and model-specific runtime failures. The soft pairs look like false positives from broad textual similarity rather than true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out: the issues cover distinct models and failure modes, so the cluster is too heterogeneous for a valid duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No item is a strong global representative of the cluster because the reports do not share one underlying bug; if forced, the broadest ones are still too specific to serve as a canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different problems: one is a model-loading failure for PaddleOCR-VL in vLLM, the other is a generic torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: a video-input regression for Qwen VL variants versus a Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "One is a Bark CPU-offload device mismatch, the other is a torch.export failure on models using torch_compilable_check; unrelated bugs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different symptoms and subsystems: perplexity on a language model benchmark versus Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Inputs_embeds/past_key_values progressive generation is a different failure than Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failures: glm-4v-9b loading error versus failure to load a specific bert model." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling does not match the progressive generation inputs_embeds/past_key_values issue." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying causing garbage generation is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark is not the same as DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A SigLIP2 documentation/example problem is unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and distinct runtime errors: Qwen3 cudaErrorAssert versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export failures involving torch_compilable_check." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder padding-mask inconsistency is unrelated to OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "A streaming mask off-by-one bug is unrelated to tokenizer conversion performance regression." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "These are both tokenizer regressions, but they affect different APIs and model sets; not enough evidence they share one underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/text-generation garbage is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference failure on B200 are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading behavior complaint; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver non-default resolution interpolation failures." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are distinct issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a benchmark is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py execution problem is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a different bug than non-persistent buffers being filled with junk in v5." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation faults are unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Llava Next loading segfault are different failures in different model paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b load failure is unrelated to tokenizer loading regressions for EMBEDDIA/est-roberta." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:44387", + "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:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:44008|issue:45823", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:44671|issue:44743", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "f276f552097d0d0abc5313d20f905094c16de1ac3ebafe4ec49036a51ffc1680", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37414, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues spanning training, serving, tokenization, quantization, and model-loading. None of the soft pairs look like true duplicates; most only share a broad subsystem or a similar symptom. If one issue must represent the set, issue 43708 is the strongest standalone report because it is concrete and reproducible.", + "confidence": 0.95, + "canonical_issue_reason": "No real canonical duplicate emerges from this set because the items are heterogeneous; if a single anchor is needed, issue 43708 is the clearest, most actionable bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43708 is the best standalone issue to anchor the cluster: it has a precise title, clear reproduction context, and a narrowly scoped Trainer checkpointing bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: a Trainer method signature change vs a script/runtime problem for 3d_parallel.py." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is int4 quantization OOM and the other is an apex RMSNorm leak; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Distinct Qwen3-family inference bugs: device assert on auto mapping vs flash-attention generation malfunction." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwarg and FineGrainedFP8Config failure are unrelated code paths." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config strictness for granite_speech is not the same as tokenizer loading failure for est-roberta." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is a different problem from tokenization behavior changes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different issues entirely: Qwen2-VL device assert vs a 3d_parallel.py execution failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text-encoder loading are separate model bugs." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and mmap OOM on Strix Halo are not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on LayoutLMv2 inputs is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric disablement are different Trainer behaviors." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer max_steps miscalculation are separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Compile/SDPA failure is a different code path from CPU offload device mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch custom model/from_pretrained behavior, but the reported breakages are different and not clearly the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "NER tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and wrong visual encoder keys in Qwen3.5 are different serialization/model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload failure are different loading paths." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch is not the same as Perceiver interpolation failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but they fail in different multimodal code paths with different missing attributes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are separate save/load concerns." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping configuration issue and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 model failure is unrelated to the kernels v0.15 import/version requirement problem." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are different model bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage has nothing to do with Qwen2-VL auto device mapping asserts." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44186", + "issue:44361", + "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:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:29159|issue:36032", + "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:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "62df5c005b84beac63809b8ec602bd7fcf04bdcd87f977d1e3f4ef229f7d6350", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36011, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer/config/model-loading regressions or docs issues, so there are no strong duplicate merges among the soft pairs.", + "confidence": 0.28, + "canonical_issue_reason": "If a representative is needed, issue 45701 is the broadest/generalized report in the set and has comparatively more discussion, but it still does not encompass the many unrelated bugs here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the closest thing to a cluster representative because it captures a generic version-regression/tokenization theme, though the cluster overall is too mixed for a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different tokenizer classes and different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "One is a BEiT image-processor label reduction bug; the other is a GLM-4V model loading failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config types and different defects: API discrepancy vs. rotary_pct persistence on reload." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup and void segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different multimodal/model-loading failures with no clear shared root cause." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image-segmentation-map handling and BarkProcessor voice_preset behavior are different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "One is int4 memory/OOM behavior; the other is tokenizer output changing across versions." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but the failures are different: CPU offload device mismatch vs. packed-weight unpacking." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo fix and docs about removed pipeline tasks are not duplicates." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a different problem from T5 tokenizer load-time attribute conflicts." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk and from_pretrained behavior inside Python classes do not share a concrete root cause." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic and multimodal text_config unwrapping are different code-path problems." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert during device mapping and PEFT-adapter checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning and an undefined-video-branch bug are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch offload failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "A metrics-gathering batch-truncation bug and SAM3 text/bounding-box behavior are not the same defect." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset handling and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior and missing Float8 storage support are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different tokenizer/config issues." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "One is composite config unwrapping; the other is CPU-offload compatibility for a rotary embedding implementation." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder keys on save and missing text-encoder weights on load are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "post_init validation and num_labels propagation are different config-related 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": 16, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44625|issue:45479", + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:45356|issue:45907" + ], + "prepared_review_unit_hash": "e5194dca10d24fe4dbbd687c34f2fdbe72996bfb02a4dbc06ced3139a30d20e2", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues across tokenizer, multimodal, training, and model-loading subsystems. Only two soft pairs look like true duplicates/same-root-cause reports: the exact Qwen2.5-VL batched padding crash pair, and the HF_HUB_OFFLINE tokenizer cache/offline failure pair tied to `_patch_mistral_regex`.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44514 is the clearest canonical issue: it is the earlier, more specific report of the exact Qwen2_5_VLProcessor batched-input crash, and it has an exact duplicate counterpart in 44545.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best representative issue in this set because it is a precise, actionable bug report with a near-exact duplicate and a concrete repro path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Same broad area (classification/config propagation) but different bug: one is Qwen3.5 config wiring, the other is a generic single-label zero-loss regression." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading/model behavior, but one is about non-persistent buffers in v5.0.0 and the other is about inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: one is Perceiver image classification at non-default resolution, the other is dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer bugs: duplicate AddedToken special-flag handling versus inability to load a specific model checkpoint." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is loading a specific model on newer transformers versions, the other is image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Not the same bug: eval-mode gradient checkpointing restriction versus a ZeRO-3 gradient growth regression." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both are warnings/config issues, but they concern different models and different config fields." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal processor issues, but one is a SigLIP2 doc example mismatch and the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different problems: a Qwen3-MoE sliding_window issue versus notebook-defined custom model initialization in v5." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert versus T5 using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different code paths: video processor padding calculation versus FA2 long-context generation performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "One is PEFT adapter local checkpoint loading, the other is quantized model save/load corruption after sinq." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: T5/apex RMSNorm memory leak versus missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Distinct issues: TRL SFT embedding unpacking versus trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config state, but one is a feature request about post-processors and the other is a save/load bug causing IndexError." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: eval-mode checkpointing versus T5/apex memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These describe the same offline-mode failure: `AutoTokenizer.from_pretrained`/`_patch_mistral_regex` unconditionally calling `model_info()` breaks cache-only loading with `HF_HUB_OFFLINE=1`." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different composite-config issues: `from_config` not unwrapping `text_config` versus a missing gradient-checkpointing flag." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate reports of the same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Both are about incorrect behavior, but one is a Mamba2 cache correctness bug and the other is an error-message issue for T5 decoder input validation." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different topics: SigLIP2 documentation/model mismatch versus quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: PEFT adapter local-checkpoint loading versus offloading not working as expected with quantization." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and bugs: SigLIP2 nonsense outputs versus CamemBERT masked LM regression in v5." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special-token handling, but one is runtime post-processor updates and the other is a BigBirdTokenizer mask-token registration bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different issues: image processor void segmentation maps versus a GenerationMixin import error." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen3.5/VL-related, but one is a weight_only from_pretrained error and the other is a video-input vision_position_ids regression." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer behavior: runtime special-token post-processing versus LayoutLMv2Tokenizer crashes on NER/batched padding." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same patch area, but not enough to be the same bug: one is a crash in `_patch_mistral_regex`, the other is a Kimi-K2.5 codec/regression and warning issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated tokenizer/model regression versus a CI failure caused by `list_repo_files` not forwarding `revision`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it identifies the two clearly supported duplicate/same-root-cause pairs (44514/44545 and 42886/44843) and treats the remaining soft pairs as non-matches without overstating similarity. I don\u2019t see an evidence mismatch that would warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 17, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "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:43720", + "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:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "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:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "2e32a382537981ed329ffc22a40f2e29b9817e8dc8f4fd6c8e9817486742e66a", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35876, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a broad mix of unrelated Transformers bugs and regressions; none of the soft pairs look like the same underlying issue. I would not collapse any of the candidate pairs into duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: accelerate loading of packed BitNet weights vs DAC latent decoding/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; no shared code path." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BERT/DeepSpeed ZeRO3 init index error is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing problems, but one is processor/tokenizer regression and the other is OCR-length handling; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different subsystems: SDPA compile failure vs config save/load losing custom token IDs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor collision is a tokenizer API bug; loading `cjvt/sleng-bert` is a model-specific loading failure." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video/Qwen models, but one is a value error in Qwen3OmniMoe processing and the other is chat-template feature/token mismatch in Qwen3.5-9B." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression and RTDetr output drift are different model-specific regressions." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code` config-field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading breakage is a distinct model-loading regression from `from_pretrained` behaving inconsistently inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction bug is unrelated to `add-new-model-like` failing on tokenizer mapping names." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image-classification interpolation behavior." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure is unrelated to CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert on A800 is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but one drops fields with `trust_remote_code` and the other rejects `granite_speech` via strict config checks." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA failure and DAC forward/from_latents mismatch are different concrete bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE dropping are unrelated model-configuration issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors have no shared root cause." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input error is unrelated to Gemma3n variable-name collision in `forward()`." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline hub call problem and the other is a backend_tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to stale v5 docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk initialization and FSDP CPU RAM efficient loading are related to loading, but not the same concrete failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram Int error are completely different runtime 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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "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:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:45584|issue:45834", + "issue:43716|issue:44008", + "issue:43950|issue:45987", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:44991|issue:46291", + "issue:43577|issue:43818", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "ac41017ebdf616560ac7d51f780e290cb0febc2e580d93f684bd95c3a0e52841", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35652, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports. The only strong duplicate pair is the tokenizer spacing/inconsistency reports (28218 and 29159); the rest are related only at a broad subsystem level or are clearly separate bugs.", + "confidence": 0.79, + "canonical_issue_reason": "issue:29159 is the broader, already-closed tokenizer inconsistency report and best fits the more specific added-token spacing symptom described in issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best representative because it is the broadest issue title in the only clearly duplicated area, and it can subsume the narrower extra-space-after-added-token symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different components and failure modes: BarkProcessor voice_preset behavior vs a GenerationMixin import error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/device behavior, but one is a CPU offload device mismatch and the other is a bfloat16 dtype mismatch in a different model path." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "These are unrelated validation/loss bugs: input_ids/inputs_embeds XOR validation vs single-label classification with num_labels=1." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision causing audio_mel_mask access failure." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "One is silent corruption of non-persistent buffers in from_pretrained; the other is StaticCache returning the wrong type." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and symptoms: a Qwen video regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to from_config leaving config.dtype stale." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/utilities bugs: gather_for_metrics label dropping vs Mamba2 use_cache producing incorrect outputs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and pipeline import failure are separate breakages with different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message wording issue; the other is a model/pipeline result correctness issue." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video token/feature mismatch is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different generation/loading problems: weight_only loading error vs flash-attention generation regression." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "The first is a specific missing utility breaking trust_remote_code models; the second is a broad umbrella report that could cover many regressions, so they are not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are distinct tokenizer/processor behaviors." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/index shape error is not the same bug as trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they target different Qwen model families and different failure mechanisms." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both reference pipeline removal fallout, but one is an error message and the other is stale docs; not the same concrete bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same tokenizer inconsistency: a specific extra-space symptom after added tokens versus the broader slow/fast tokenizer mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Low-memory loading regressions, but one is FSDP_CPU_RAM_EFFICIENT_LOADING and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype mismatch and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "A cache length return-type bug is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM correctness in v5 and a broad tokenization-version change are too different to treat as the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Repeated pair: unrelated dtype-loading issue vs Video-LLaVA architecture/weight-sharing issue." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Repeated pair: Qwen video feature/token mismatch is unrelated to T5 decoder validation messaging." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 28218/29159 is the only clearly supported duplicate-style pair, and the rest of the soft-edge verdicts stay conservative by distinguishing different components, model families, or failure modes. No overstatement is apparent." + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "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:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:43742|issue:45020", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:45084|issue:45538", + "issue:43550|issue:44912", + "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "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" + ], + "prepared_review_unit_hash": "7f5bb02745fbc7731bd7bfa74a83167c215d88ead96ba4ecdc16d478f4acb330", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "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 bug reports. None of the soft pairs appear to describe the same concrete underlying defect, so I would not merge any of them as duplicates. The broadest and most representative issue here is the remote_code regression report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest cross-cutting report here, describing a general regression affecting models that rely on remote_code loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general and highest-level failure mode among the listed issues, making it the most useful canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: backend dependency packaging vs tokenizer regex patch crash. Same subsystem, not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated areas: Bark voice preset handling vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model loading/structure, but one is unsafe sys.modules access and the other is CLIP text-model API inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor shape/count bugs, but they affect different models and different logic paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are different code paths and platforms." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is not the same as DAC from_latents/STE mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the PIL image-processor torchvision dependency regression." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope indexing are distinct model-specific bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model-specific key error while loading MobileLLM is not the same as the broad remote_code breakage report." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patching and Gemma4Processor missing _tokenizer are different loader failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import break for Gemma 4 and the other is continue_final_message behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug is not the same as RTDetrV2 output divergence." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video token-count helpers and stale auto_mappings config references are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different models and code paths: BEiT label handling vs MPS attention correctness." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they describe different Qwen model behaviors and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file and an EMBEDDIA tokenizer regression are separate loading issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate loading is unrelated to multimodal token counting." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and compute_loss signature mismatch are different regression classes." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path breakage and Jupyter custom-model initialization failure are distinct problems." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/forward mismatch and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training IndexError and train-then-evaluate failure are different trainer/deepspeed bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow packaging omission and pipelines import requirement for kernels v0.15 are different dependency issues." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE weight conversion are unrelated loader 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": 20, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "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:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "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:43454|issue:43577", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:28282|issue:29870", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "4b4a8fbaea67230799b88d727d4511f333c36a739e5ee603de86cde315d44940", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial topical overlaps rather than the same underlying bug. I would reject all of them as duplicates/mergeable PRs; this cluster is heterogeneous, so the issue choice is only a best-effort representative rather than a true canonical duplicate target.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43749 is the strongest standalone report in the set: it has the broadest loading impact, the most discussion and inbound references, and a concrete regression description, whereas the other items are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best representative issue overall because it is the most substantiated and cross-cutting bug report in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both are model-related, but one is documentation/example breakage and the other is a quantization-loading regression for a different model." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "These concern different failures: unexpected zero probabilities vs an image-size mismatch between processor and model." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local-checkpoint loading is unrelated to Whisper's batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is from_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but they are different code paths and different root causes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: unit-test loading mismatch vs flash-attention generation behavior." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "One is a weight-conversion/loading bug under accelerate+deepspeed; the other is plain CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate handling is unrelated to Whisper batch decoding." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different symptoms and paths: MOE weights not converted vs a load-time weight-shape mismatch." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache terminology, but one is lazy init causing recompilation and the other is a config field only honored in quantized cache." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are unrelated loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video/VLM issues, but one is an undefined-helper bug in token counting and the other is a broader regression in specific model families." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention error handling, but they affect different tokenizer/image code paths and are not the same defect." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in multimodal token counting is distinct from batched video processor shape errors." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is an FSDP CPU-RAM loading issue and the other is mmap-induced OOM on a specific platform." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling and a PIL/image-processor torchvision dependency regression are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "A quantization/load failure for GPT-oss is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as a rotary embedding incompatibility in Qwen3_5Moe." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting and extreme perplexity on GPT-oss are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is an invalid/low-information issue title; the second is a reproduction of a different upstream issue." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video processing value errors and an image-text-to-text pipeline failure are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying for AyaVision and dtype propagation for Blip2 do not share the same failure mode." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to importing pipelines with kernels v0.15." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency and trainer token-count tracking are different subsystems and failures." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import absence and Bart generate decoder mask initialization are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure and an oversized CLIPTokenizer model_max_length are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 21, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43317|issue:45538", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:44479|issue:45381", + "issue:44568|issue:45488", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "dfdeef3875510f49a604d99173728b9e12b98c3457f4906b3aaab1a3c5b6b909", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36760, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of regression/bug reports; the soft-similarity pairs are mostly only thematically related, not the same underlying bug, so none should be merged.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45488 is the strongest anchor for duplicate triage: it has a concrete tokenizer regression, clear reproduction context, active discussion, and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the most suitable representative issue overall because it is specific, actionable, and has the clearest bug narrative among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion and the other is about codec handling/warning behavior in Kimi-K2.5; different root causes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is an environment missing PyTorch, the other is a model-loading regression for Llama 3.2 Vision; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels requiring version/revision are unrelated dependency/API failures." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are different subsystems and failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated issues." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are different model/code-path bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but one is an lm_head tying bug and the other is LoRA merge with extended vocabulary collapse; not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model load and TrainerState token-count updating are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are separate packaging/import problems." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key-error loading and init_empty_weights unexpected argument are different loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found import error and LayoutLMV3 box-validation messaging are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload dequantization failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression in Qwen VL models and an FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and tokenizer loading failure for EMBEDDIA/est-roberta are distinct tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype propagation for Blip2/Qformer, the other is stale model.config.dtype after from_config(dtype=...); related area, different bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and version-dependent tokenization changes are different bug classes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different advanced-loading regressions." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure paths." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta with FlashAttention2 and missing-PyTorch import error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but they affect different models and fail in different places; not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow-backend packaging and sleng-bert loading failure are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2.5/Qwen3 video regression are similar domain-wise but not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are different model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video/VL behavior, but 45381 is a specific vision_position_ids bug and 44479 is a broader regression across models." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer bugs, but one is about add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding ByteLevel pre-tokenizer; different root causes." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are separate training 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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "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:44737|issue:46463", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43577|issue:45072", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:43452|issue:44488", + "issue:43906|issue:46693", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "c7ddd622153a3d721949226ca51728fca09d1e29b021623b5ce931b3c40d08d6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the items span unrelated model-loading, tokenizer, config, dtype, and performance regressions. The soft pairs mostly share only superficial subsystem similarity, not the same concrete bug or change.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45920 is the broadest, most user-impacting regression in the set, but the cluster as a whole does not have a true duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the clearest broad blast radius and strongest reproducible user-facing failure, making it the best anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: a janus generation test break versus a Phi-4 multimodal loading error." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "One is an accelerate/deepspeed weight-conversion bug; the other is a RoPE-layer-count regression in Smollm3." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken keyword handling and Mistral regex patching are unrelated code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a missing Float8 storage type are different loading failures." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement/performance issue does not match a T5 decoder-input validation message bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image-processor torchvision dependency and Mistral tokenizer regex patching are separate defects." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "A dtype mismatch in Mistral-3 preprocessing is not the same as the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and loading AutoImageProcessor from URL are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash are different model-specific bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different model families and different inference paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE omission and Qwen2.5-VL still-image rope scaling are not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "BOS/EOS special-token insertion and CodeLlama leading-space round-trip regression are distinct tokenizer issues." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and stale auto-mapping references are unrelated maintenance problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction issue and an official example breakage do not indicate the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape failure and BART generate-time UnboundLocalError are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight-tying bug and StaticCache return-type bug are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash-attention sink-less crash are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but the gguf_file regression and cjvt/sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "These are both config-loading problems, but one is num_labels propagation and the other is strict config rejection." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Label-reduction behavior and degenerate zero-loss classification are different classification bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual-encoder keys in save_pretrained is unrelated to wrong token IDs in AutoTokenizer." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "A video-input ValueError and a long-context FA2 performance regression are not the same issue." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct persistence and rope-parameter JSON list conversion are different config/validation bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch in the environment and NoneType broadcast errors are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver interpolation failure are different loading/inference problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 23, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29159", + "issue:33357", + "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:43756", + "issue:43819", + "issue:43927", + "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:46402", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43819|issue:44811", + "issue:43653|issue:44361", + "issue:43525|issue:46701", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:43531|issue:43742", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43646|issue:43749", + "issue:43577|issue:43697", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "e2d9bccbe1f6c6db4da75373714a2bfc084d8d877eddd643e4b6dc54171e9db6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + 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None of the soft pairs look like true duplicates, so they should stay separate; the broadest representative issue is the v5 custom model initialization regression.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43646 is the broadest umbrella for the cluster: it captures the general v5 regression pattern affecting custom model initialization and aligns with many of the more specific breakages here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative issue for triage because it describes the widest underlying failure mode rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption; different code paths and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields and serialization, but one is trust_remote_code returning missing fields while the other is a specific Qwen3_5MoeVisionConfig field being dropped by strict validation." + }, + { + "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 translation-model tied-weight handling in general; not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults are unrelated to T5 decoder input validation error messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 + ZeRO-3 loading IndexError and trainer.evaluate after train are unrelated training/runtime issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer loader failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior affect different models and APIs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task errors are distinct tokenizer bugs." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing and DiffusionGemma image-text pipeline failure are different model families and failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical results and Perceiver non-default resolution failure are different vision-model issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file tokenizer/model loading and HF_HUB_OFFLINE breakage from _patch_mistral_regex are separate from_pretrained problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 PLE device mismatch are unrelated runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different loading/runtime failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency error are unrelated dependency issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-only backend setup and tensorflow_text backend-mapping error are separate backend installation problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior and CodeLlama leading-space round-trip regression are both tokenizer-related but not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading and Blip2 dtype propagation are different model-loading bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are not the same failure path." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype staying float32 and RTDetrV2 output changes are unrelated model-specific regressions." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "processor.tokenizer/image passthrough regression and Kimi-K2.5 tokenizer codec handling are distinct tokenizer/processor issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent state reset are both generation-related but not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and mdeberta-v3 add_special_tokens BOS/EOS behavior are different tokenizer implementations and bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are unrelated model-definition issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token-id persistence are both token-related 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": 1, + "component_count": 23, + "review_unit_index": 24, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43782", + "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:46365", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:43782|issue:46693", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:39692|issue:43493", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44554|issue:46365" + ], + "prepared_review_unit_hash": "5174337d45474a1ceec8cfc361d3c1a6d68b604fad069dd34400d1ab943100af", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad themes like model loading, generation, configs, or dtype issues, but not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45701 is the broadest, most central regression report in the set and has the strongest discussion/reference signal, so it is the best anchor for the cluster even though the overall grouping is noisy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the most generally phrased and discussion-heavy issue here, making it the best representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline-mode Mistral regex patch bug and the other is a model-specific tokenizer load failure; different root causes." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for several Qwen VL models is not the same bug as Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window attention on GPU and the other is classification-head init/checkout behavior." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard sizing is unrelated to AutoProcessor kwargs forwarding to cached_file." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A torch.compile SDPA model failure and an MLukeTokenizer AttributeError are different code paths." + }, + { + "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": "MobileLLM key errors while loading and AutoImageProcessor URL loading are different loader bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization does not match a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation caches, but one is KV-cache continuation tensor indexing and the other is beam-search reorder skipping in different model families." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and quantized save/load breakage are not the same failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda asserts and chunked generation with compiled forward are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention correctness bug in Qwen3.5." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field handling for BEiT loading is unrelated to Bamba torch.compile SDPA failures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "A pretrained-model legacy field issue is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is a correctness bug in Qwen3.5 generation, the other is a performance regression with FA2 long-context generation." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet processor/model image-size mismatch are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight handling and DiaConfig token-id persistence are different model/config issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch is not the same as losing custom token IDs on save/load." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and processor.tokenizer/image-passing regressions are different API bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs-example model/processor mismatch and SigLIP2 HF-vs-JAX discrepancy are not the same underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate model-specific config regressions." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and an unreleased PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer failing because of datasets are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:43643", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is not the same as AutoConfig returning missing fields under trust_remote_code." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is a model-loading bug, not a flash-attention performance regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 25, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "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:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44589|issue:45520", + "issue:44849|issue:45357", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43334|issue:45759" + ], + "prepared_review_unit_hash": "a016c5d237361fc120e522c229d062b866f675181ad00bfa0280b9ace5d560a7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated tokenizer, model-loading, training, and regression reports. None of the soft pairs look like the same underlying bug strongly enough to merge, so I would not deduplicate any of them.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; there is no clear representative that subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False in one case vs assistant tool-call messages with no content in the other." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: SigLIP2 output mismatch versus a pipeline v5 error message about translation support." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model/config bug versus Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime failures: Qwen3.5 flash-attention generation versus FP8 inference on B200." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is a gguf_file regression in tokenizer/model loaders and the other is a specific pretrained model that no longer loads." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: Gemma4 device_map forward mismatch versus sinq save/load quantization breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug versus a MacOS bus error in a CLIP model; no shared underlying defect." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue versus a text_kwargs/return_tensors API interaction bug." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different tokenizer/model regressions: BPE marker handling versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 correctness discrepancy is not the same as a ZeRO-3 gradient growth issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch in eval is unrelated to the HfDeepSpeedConfig + ZeRO-3 gradient regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors are not the same as a runtime regression in processor.tokenizer/image handling." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen3.5 hidden-states behavior versus FP8 inference on B200 hardware." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is serialization of tied weights; distinct bugs." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different models and symptoms: FP8 hardware inference failure versus an accuracy regression after upgrade." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and mechanisms: missing special tokens versus incorrect DeepSeek-Coder output." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype change is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "An OOM on model loading is unrelated to a dependency version bump for peft." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is not the same issue as the PEFT minimum-version bump." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import KeyError are different compatibility bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys in save_pretrained are separate regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "A config save/load token-ID loss bug is unrelated to MLukeTokenizer task attribute errors." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2_5_VL class is unrelated to a Float8 storage type error." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for one checkpoint is not the same as an offline-mode break from an unconditional model_info() call." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer output, but the model families and bug types differ: missing BOS/EOS versus wrong token IDs for Granite models." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading in BEiT segmentation is unrelated to a CPU offload device mismatch in bark-small." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE loading, but they hit different model variants and failure modes, so they are not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar regressions but distinct configs and code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal config issues, but one is a missing config field and the other is incorrect unwrapping of text_config from composite Qwen 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": 26, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue: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:44869", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "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:44464|issue:45584", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "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:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "d6e940eff49bc3ac75e23a5eb29f4a4ddb5c5a5ba6d3b3b4c280a0ec850044a6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the items span many unrelated bugs across tokenizers, model loading, serving, training, offload/quantization, and CI. The soft-similarity links are mostly superficial and should not be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: there is no single underlying bug tying these issues together, so any representative choice would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: none of these is a suitable global representative for the cluster; they should be re-clustered by concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is CPU offload device mismatch for bark-small and the other is a stale device override test in GraniteSpeech; different bugs and code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error and an accuracy regression in a different model are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings are not the same as the CLIP text-model structure inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy field loading for Beit semantic segmentation is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward are a different issue from cache max_length being honored only for Quantized Cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to the DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation bugs and Whisper empty-transcription handling are different failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to the multi-GPU CUDA OOM." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as the PLE device-mismatch forward bug." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-list apply_chat_template IndexError are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Offloading with quantization and sinq save/load corruption are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training is unrelated to a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys do not describe the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures are unrelated to MLflow not being updated after a failed training job." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash_attention.py None-aux crash is not the same underlying bug as sinq model save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and NoneType in _gpu_broadcast_one are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure is unrelated to the flash_attn import KeyError on Python 3.13." + }, + { + "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": "Extra space after added token and num_input_tokens_seen not updating are different tokenizer/training-state bugs." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same change or failure." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness on mismatched head dims is unrelated to the PyTorch version check for AuxRequest import." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crashes and KV-cache continuation tensor indexing are both serve bugs, but not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and a DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch 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": 27, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:29942", + "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:43404|issue:46710", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:43873", + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:44521|issue:45290", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "59c613cc3163629ec4ad14a86cd4cefcbc99299dca9d4c84fd75cec284871b63", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated product bugs, and the soft pairs are mostly same-subsystem but different failure modes. I would not merge any of the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the best representative issue in this set because it is open, broadly phrased, and has the highest discussion/inbound-reference activity among the items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest signal of an active, central bug report and is the most suitable single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: Gemma4 processor attribute access vs rope-validation TypeError." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different model problems: tied lm_head in Mistral3 multimodal generation vs a DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different failure modes: dtype mismatch in inference vs save_pretrained/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: flash-attention import error vs meta-device model loading regression." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different components: flash_attention.py crash on s_aux=None vs AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different bugs: processor.tokenizer/image handling regression vs batched video shape output." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different models and issues: Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs return_tensors being ignored; not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Different bug classes: missing multimodal token type defaults vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement bug vs tokenizer kwargs handling; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different issues: processor API regression vs video processor resolution mismatch." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import-related, but they concern different backends and modules." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Config default missing pad_token_idx is not the same as a model load regression." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug and tensor-parallel OOM are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update bug and Qwen3.5 hidden-state bug affect different code paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config field regression vs meta-device loading failure; not the same underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to tokenizer codec handling." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local path trailing-slash import warning and SigLIP2 implementation discrepancy are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors are unrelated to return_tensors being ignored." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is zero probabilities in a specific model while the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization depends on device; LoRA merge collapse with extended vocab is a different failure mode." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Video vision_position_ids regression and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is assistant mask generation and the other is a tokenize=True crash on tool-call messages." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import 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": 28, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:35141", + "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:28218|issue:35141", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "30edae61d44701d54638991da1cc3b175d320cb3fc260cc985066aa23b21feea", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated singleton bug reports that only share broad Transformers surface areas. None of the soft pairs look like the same underlying bug or change, so I reject them all; if forced to anchor the cluster, the non-persistent buffer regression is the broadest framework-level issue here.", + "confidence": 0.78, + "canonical_issue_reason": "No clear duplicate group emerges from the titles alone, but `from_pretrained()` corrupting non-persistent buffers is the most general core regression and the best anchor among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest standalone issue: it describes a concrete, high-impact 5.x regression in model loading/state handling that could affect many models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Both touch tokenization/model resizing, but one is an added-token spacing bug and the other is embedding reinitialization on resize; different failure modes and fixes." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "One is a gguf loading breakage in from_pretrained; the other is stale dtype metadata from from_config. Different code paths and symptoms." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption is a loading/state bug; CLIP model structure inconsistency is an architectural API change. Not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model families and likely separate config omissions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class versus incorrect detokenization for a specific model; unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling rate default and video batched output shape are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both involve speech tokenization, but one is AutoTokenizer loading failure and the other is save_pretrained/tokenization failure for a different model." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing image-generation test for janus and a stale warning in paged generate are unrelated generation issues." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression in Qwen multimodal models versus return_tensors being ignored in text kwargs; different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a stale GraniteSpeech device-override test do not share the same underlying defect." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type IDs defaulting and Qwen2.5-VL temporal position scaling are different multimodal behavior regressions." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline deprecations and different documentation pages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP/CUDA loss crash are separate model/runtime issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metric gathering dropping tuple elements and the other is image-processor label reduction returning the wrong shape." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config creating sparse layers and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing import-utils helpers, but they are different symbols, different callers, and different compatibility regressions." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU inference failures, but on different hardware and with different failure mechanisms." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr mixed-precision crash and D-FINE auxiliary-loss logic are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper-function semantics in unrelated audio/vision-moe code paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg versus empty-transcription Whisper generation failure; distinct causes." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different model-API regressions." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash-attn import utility failure and Windows/ROCm torch.distributed dependency errors are separate platform-specific issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero-probabilities bug in SigLIP2 and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention helper import and a Torch 2.10 incompatibility report are not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration/empty decode bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba and a stale CI test in GraniteSpeech are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 29, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:26413", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue: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:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "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:45588|issue:45859", + "issue:46431|issue:46566", + "issue:34689|issue:35141", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "384ef447e947ce57f478dfab011a2108a33b71335dae80b91c7586bc885247cd", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only strong duplicate candidate is the Qwen3.5 MoE from_pretrained regression (45310/45478), which looks like a near-identical pair rather than a guaranteed exact duplicate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier of the near-identical Qwen3.5 MoE from_pretrained reports and clearly names the shared regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative of the duplicate pair because it is the earliest report and states the bug clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer/GPU broadcast NoneType error." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated problems: missing PyTorch import error vs a MacOS bus error with a CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading bugs affecting different model families and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both mention model behavior changes, but one is Pegasus output drift and the other is recurrent state reset in a Qwen modular model." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Different core bugs: text_config unwrapping in from_config vs stale config dtype after dtype-aware model construction." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config issues with no shared underlying code path." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Separate bugs: Python 3.13 import/parsing failure vs a helper length-calculation issue in qwen3_omni_moe." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated: embedding dtype mismatch during evaluate vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different targets: BitNet packed-weight loading vs a stale GraniteSpeech CI test." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs Trainer broadcast type handling." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated config bug vs helper output-length behavior bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying bug; one is SwitchTransformers config creation, the other is a CI test issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: sparse layer creation vs missing auxiliary losses." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for completely different symbols and modules." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batching crash with padding=False and the other is incorrect assistant masks for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different problems in different paths: flash_attention integration crash on sink-less models vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Unrelated: missing chat template error vs DiffusionGemma staying on meta with device_map=auto." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different regressions: model loading for Llama 3.2 Vision vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is a tokenize=True crash with tool calls and no content, while the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Completely different bugs: LoRA merge with extended vocab vs a categorical-limit runtime error." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different loading issues: local path slash warning vs unit-test failure for GLM-4.7-Flash." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different models and mechanisms: Gemma 4 mm_token_type_ids defaulting vs flash_attention s_aux handling." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures: CPU offload device mismatch vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical titles and the same Qwen3.5 MoE from_pretrained regression; this is very likely the same underlying bug, though the evidence is mostly title-level." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bug classes: DAC forward/from_latents mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different issues: documentation/example problems for SigLIP2 vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training not proceeding, but one is resume_from_checkpoint/epoch_iterator and the other is a FineWeb SLM startup issue with different cause." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence for the 45310/45478 pair by calling them an \"exact duplicate pair\" and the issue a clearly canonical duplicate set. The packet only shows identical titles and similar scores; that supports \"near-identical\" or \"very likely duplicate,\" not certainty. The rest of the soft-edge verdicts are reasonably conservative." + }, + "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": 30, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "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:45459", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46697" + ], + "soft_pairs": [ + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:45459|issue:46234", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:44448|issue:44977", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:45290|issue:45381", + "issue:44855|issue:46399", + "issue:44857|issue:45588", + "issue:29870|issue:33290", + "issue:43927|issue:45698", + "issue:37428|issue:42175" + ], + "prepared_review_unit_hash": "c61e23946491be6ff98f384c53b22744534c5fe62077cbb579fd628b3a700aae", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft pairs are mostly superficial similarity matches, not true duplicates. None of the candidate pairs should be merged as the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45698 is the strongest triage anchor by activity and inbound references, but it is not actually a duplicate of the others; the set is too mixed to have a real canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the most suitable representative only because it is open and most referenced, not because it matches the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different failures in unrelated vision/image-processing paths: SAM3Video OOM vs Swin2SR over-padding." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer/_gpu_broadcast_one NoneType error are unrelated subsystems and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and unexpected position-id keys are distinct problems." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LASR feature extractor center-arg crash is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils symbol are separate import/runtime issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve numeric precision, but they are different model-specific failures with different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP loading are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM on Qwen2 are unrelated load-time issues." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and feature-length helper bug in qwen3_omni_moe are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU omission and removal of is_torch_fx_available are unrelated API/model regressions." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are not the same issue." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model/attention support, but XLMRoberta FA2 and Llama 3.2 Vision loading are distinct bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure do not share a concrete code-path." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and Trainer broadcast NoneType error are unrelated failures." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and multimodal token counting undefined names are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across many models and return_tensors being ignored are different tokenizer behaviors." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit generator-expression export failure are unrelated historical bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change and gradient checkpointing in eval mode are not the same defect." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are separate conversation/multimodal issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError from comment placement and missing decorator registration are distinct syntax/registration bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr float16 AMP crash and flash_attention.py s_aux=None AttributeError are unrelated numeric/attention failures." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate() mask bug and Adafactor+DeepSpeed OOM are different classes of problems." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import and TensorFlow backend packaging are unrelated import/dependency issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 31, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "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:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46655" + ], + "soft_pairs": [ + "issue:45290|issue:46655", + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:44561|issue:44779", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45588", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:29870|issue:34689", + "issue:43412|issue:45588", + "issue:44206|issue:44479", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "327ffedcaf3b0cd1e54dadd17a720dc03c351473b97596d16733a5867891f15f", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35721, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs span unrelated bugs across tokenizers, generation, quantization, training, and model-specific regressions. I would reject all soft-edge merges; there is no clear same-root-cause duplicate pair here. No PRs are present in the cluster. If a representative issue must be chosen, issue 45229 is the clearest high-signal bug report.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45229 is the most actionable representative: it has a concrete runtime failure (multi-GPU CUDA OOM), substantial discussion, and a clear reproduction context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the strongest overall exemplar because it is specific, high-impact, and well-scoped compared with the more ambiguous or highly specialized reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Different subsystems and failures: chat templating/tool-call handling vs video processor padding calculation." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Both are training-related, but one is a Trainer broadcast NoneType error and the other is a deepspeed/adafactor OOM; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/offloading concerns, but the concrete failures and code paths differ: quantized offloading behavior vs multi-GPU inference OOM." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated regressions: trust_remote_code import breakage vs tokenizer output correctness." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast failures." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Same broad version-change context, but one is generation output drift and the other is state-dict serialization of tied weights." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning is unrelated to quantization/offloading not working." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-related, but one is a flash-attention AttributeError and the other is a device-mapping mismatch during forward." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference/device-memory failures, but the models, symptoms, and likely code paths differ." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatches are different trainer-state bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different models and problems: MacOS bus error in CLIP loading vs SigLIP2 documentation/model-processor errors." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression is unrelated to a stale warning for num_return_sequences." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures are unrelated to Fuyu's bare-except error handling." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state caching are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different model families and failure modes: MLuke task handling vs Wav2Vec2 save/tokenization." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes do not share the same root cause as Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux handling are separate code paths and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to rope-validation JSON list handling." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is a model/config failure and the other is quantized saving; different bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate-time decoder_attention_mask bug is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executable export/training-guard issues are unrelated to flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions in vision/audio preprocessing, but they affect different processors/models and have different failure causes." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma4-related, but one is processor import dependency breakage and the other is a serve-time missing-_tokenizer AttributeError; 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": 32, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "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:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:33357", + "issue:45459|issue:45712", + "issue:43065|issue:43994", + "issue:45245|issue:45563", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:46121|issue:46399", + "issue:43994|issue:46369", + "issue:43334|issue:43531", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "93a896e4625a7ec8e9f8453059e9ea3e2c2e5554b12370015da7872db0c29d66", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. There is a small Flash Attention 2-themed subgroup, but the suggested pairs still look like distinct bugs/changes rather than true duplicates, so none should be merged.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45250 is the broadest FA2-specific ticket in the set, making it the best umbrella representative of the small FA2 subgroup if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the most generic and central issue title among the visible FA2-related items, so it is the cleanest anchor for this cluster despite the overall heterogeneity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FA2 test failures vs image processor void segmentation maps are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but they target different concrete failures and code paths." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different bugs: RoPE layer dropping vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "One is a correctness NaN issue; the other is a performance regression. Not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leaks are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs CLIP bus error on macOS." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking vs leftover dummy classes/check_repo leakage are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 bad outputs are unrelated model issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf decode-error masking are different tokenizer/processor problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different loading bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation drift and D-FINE auxiliary-loss behavior are unrelated model issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import-path warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issue and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a leak on deletion and the other is a model-specific overflow." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes and code paths are different." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction bug and FA2 generation regression are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer crashes are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific model class and a generic dependency issue are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support vs LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 model support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError and Qwen3.5 kernel registration failure are different issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and Llama 3.2 Vision loading failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are FA2-themed, but the titles do not indicate the same concrete 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": 1, + "component_count": 23, + "review_unit_index": 33, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "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:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:45588|issue:45600", + "issue:43761|issue:45859", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44855|issue:45137", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "27780157d47503890769cb0c3b8d4d03edda11e5be62844ebabec16f427f7ab7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports that only share broad model-family or subsystem wording. None of the soft pairs look like the same underlying bug/change, so I reject all soft edges and do not see a clear canonical issue in this set.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the collection spans many distinct bugs across different models, processors, configs, and loading paths, with no single issue acting as a duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the set is not a tight duplicate cluster; the pairs are only loosely similar by theme, not by concrete code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: flash_attention sink handling vs auto_mappings referencing a removed config. Same general area, not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP vision hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are distinct issues." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is a batching/padding crash in apply_chat_template and the other is wrong video position ids." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and LASR feature extractor center-arg crash are different processor bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and category-count overflow are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are different components and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer and Perceiver interpolation failure are separate model/input issues." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset have no shared bug mechanism." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different problem classes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend packaging and missing import_utils symbol are unrelated maintenance issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-RoBERTa FlashAttention2 support and BART decoder_attention_mask assignment are distinct bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config/API mismatches, but they concern different models and different missing fields; not the same concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss sequence-classification behavior are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression do not share a code path." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Swin2SR image over-padding are both image-related but clearly different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id mismatch are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression and ModelOutput key assignment with prior None are different behaviors." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-efficient loading breakage and Qwen3-VL weight-shape mismatch are not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Generic trust_remote_code missing-fields behavior and GPTNeoX rotary_pct reload loss are different config-loading bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM not unwrapping text_config are separate multimodal config issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model under transformers>=5.1.0 and an undefined tensorflow_text backend 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": 34, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:45803|issue:46170", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "5d5edcd6b549149946160d5830fb09702e7b8dd722753218b847e670ab32ec9e", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue pairs connected only by broad Transformers themes (saving/loading, generation, multimodal, compilation, etc.). I would keep the open save/load regression about custom modules as the representative issue for the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is the broadest, most central open regression in the set: it covers save_pretrained/from_pretrained behavior for custom modules, has the most discussion, and best represents the cluster\u2019s save/load-related failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best overall issue candidate because it is open, well-discussed, and describes a generic user-facing regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a load-time shape mismatch and the other is a save_pretrained regression; different failure modes and code paths." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states handling and torch.compile attention-kernel divergence are unrelated bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading failure in a training script is unrelated to an unrecognized-model/config.json loading error." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics label truncation are different trainer behaviors." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer auto-loading and Fuyu tensor conversion error handling are separate issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load workflows, but one is dequantized model saving and the other is custom-module loading after save_pretrained; not the same underlying bug." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A 3d_parallel.py runtime problem is not the same as Qwen TP loading out-of-memory." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during large-model tensor-parallel loading and a KeyError on a different model are different failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support and trainer GPU broadcast NoneType errors do not share a concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA behavior is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape changes and a missing PyTorch ImportError are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled generation, but one is inconsistent outputs and the other is spurious recompilation from cache initialization; too different to merge." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils availability helper and kernels v0.15 import failure are different dependency issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer API breakage and an incorrect pipeline translation error message are separate regressions." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different models and symptoms: processor/tokenizer image passing vs eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend installation packaging and config API discrepancy are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation and non-persistent buffer junk initialization are not the same issue." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "An eos_token_id config mismatch is not the same as a quantized model save/load regression." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and a GPTNeoX config field not persisting on reload are different levels of the stack." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF-related from_pretrained breakage and missing model_type in config.json are distinct loading errors." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure do not describe the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor conversion exception handling and Trainer import problems with datasets are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors and a Windows ROCm torch.distributed import/type issue are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failures are separate 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": 35, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "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:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43994", + "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:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43650|issue:46202", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:45127|issue:45200", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43827|issue:43994" + ], + "prepared_review_unit_hash": "0a69a9af2c3bbd7ce161fa968ce7430a484879165b2d89afda8fa97632c1a3c1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35209, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs across cache handling, multimodal processors, configs, docs, and generation internals. All soft-edge candidates look like false positives rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length behavior for quantized cache; different bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: processor size mismatch vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "One is a missing config field after a v5 update; the other is an unsupported tensorflow_text backend entry." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No clear shared bug; one is a vague placeholder issue, the other is a Gemma pipeline roundtrip problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same SAM3 area, but dummy Conv2d in a decoder is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but they hit different processor code paths and different models." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely unrelated backend-installation issue versus a missing import_utils helper." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/saving, but one is a legacy field preset load failure and the other is wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: Janus test failure versus Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references in CI." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache field and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One is a model-specific unsupported Flash Attention 2 warning; the other is a generic Flash Attention 2 issue with no matching concrete code path." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to Sam3VisionEncoderOutput missing attribute." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading for a script is unrelated to loading a multimodal model." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload are different configuration/runtime bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize is unrelated to import warnings from trailing-slash local model paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation 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 a leaf-directory path collision and the other is a FileNotFoundError loading from cache; not the same bug." + }, + { + "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:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as the SigLIP2 model producing bad outputs with AutoModel/pipeline." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:43673|issue:46421", + "issue:43761|issue:44242", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44479|issue:44734", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:43526|issue:46697", + "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "6ed84cca6c0703f9bd8a99a9a9e38b1c7d042339d36eb5b037799212ef4c7bce", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35594, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs are generally related only by broad subsystem or model family, not by the same concrete bug. I found one plausible duplicate pair in the DeepSeek tokenizer v5 regression family; otherwise the pairs should remain separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44779 is the broadest and most representative report of the DeepSeek tokenizer regression in v5, and issue:46489 reads like a narrower follow-up in the same tokenizer code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best anchor for duplicate triage because it captures the general regression across DeepSeek tokenization, while the other similar report is a more specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different models and failures: Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache bug and the other is spurious recompilation from lazy initialization; not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated regressions: CLIPVisionModel hidden_states missing vs MoE load-balancing loss omission." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder mask error and embedding reinit after resize are different code paths and symptoms." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning about num_return_sequences is unrelated to Whisper's empty transcription crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload behavior are different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 Python 3.13 import parsing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is video-input handling and the other is serve/KV-cache indexing; different concrete bugs." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but one is optional post_init enforcement and the other is strict config loading; not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba and local dataset loading failure in an example script are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL video position IDs vs Sam3-lite text memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and category-count limit are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug and image-classification script dataset loading are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor image-size mismatch are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to the stale paged-generate warning." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs errors and local dataset loading in the no-trainer script are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab and Qwen3.5 save_pretrained visual-key regression are different issues." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are unrelated preprocessing bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale test and the other is an auto-mappings reference to removed configs; different root causes." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the bug mechanisms differ: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3 memory issues, but one is OOM in Sam3Video and the other is memory overflow in sam3-litetext; not clearly the same bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 appears to be a narrower follow-up to the broader 44779 report." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both crash in apply_chat_template, but one is assistant tool-call/no-content handling and the other is empty-list input; not the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and serve KV-cache tensor indexing crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted duplicate pair (issue:44779 / issue:46489) is stated conservatively with support from the titles. The rejected soft-edge pairs are likewise framed cautiously and do not overclaim 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": 37, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:25251|issue:29870", + "issue:45632|issue:46234", + "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:42796|issue:44521", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43650|issue:44220", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "c1fa2ea95f6a9dc32492dde6c6f5191b289d8d1edc7ac103b7657df267292008", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35374, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer issues, pipeline bugs, and config problems. None of the proposed soft pairs look like true duplicates or the same concrete fix, so they should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical duplicate emerges from this mixed set; if forced, issue 41628 is the broadest user-facing import regression, but the cluster is too diverse to justify a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the closest thing to a reusable anchor because it is a top-level import failure with broad impact, but it is still only loosely representative of the overall set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different subsystems and failure modes: XLNet device placement in forward pass vs Fuyu tensor conversion/bare-except behavior." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: gemma4 resize_token_embeddings/state tying vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as a missing TensorFlow backend dependency path." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but the concrete bugs differ: assistant_masks from chat templates vs qwen2.5-vl vision_position_ids." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different APIs and causes: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k output nesting is unrelated to BART generate() decoder_attention_mask assignment." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache collisions and a missing import_utils symbol are separate issues with different fixes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance and unsafe sys.modules access are not the same bug or code path." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig field loss under trust_remote_code is different from an unrecognized-model config.json error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test flake is not the same underlying bug as a Phi-4 multimodal load failure." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support in XLMRoberta is unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-validation list handling are different config-validation paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package extras/backend composition is not the same as a generic dependency issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "A category-count runtime limit is unrelated to Whisper's empty-transcription generation bug." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different layers of the stack." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and serve KV-cache tensor indexing are unrelated code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific processor export and the other is a top-level AutoImageProcessor import." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 is a different bug than the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are separate missing-symbol import errors in different modules with no shared concrete fix." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "'ADD THE DATA' is not a technical duplicate of the fbank feature extraction bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs for different models; not the same underlying change." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered position_ids buffer is unrelated to CPU/CUDA output divergence." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings config references 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": 38, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:45083|issue:46506", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:46082|issue:46512" + ], + "prepared_review_unit_hash": "807aa05ec3c9ac0633db189bc974481e0968e350a0df56086f6ac79a3b80fecf", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct issues rather than duplicates. The soft-similarity pairs share broad themes (cache, flash attention, docs, model loading, chat template) but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a clear duplicate representative here; the cluster is too heterogeneous, so there is no meaningful canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone candidate because it describes a concrete, high-impact core API regression in apply_chat_template, is still open, and has the most cross-references/activity among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but one is about chunked_prefill cache state missing and the other about max_cache_length only affecting quantized cache; different bugs and fixes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an audio feature-extraction issue are unrelated concrete failures." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "One is a Python version compatibility complaint; the other is a model-loading failure for a specific checkpoint." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage versus resize_token_embeddings not updating decoder weights." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is a version-check/import bug for AuxRequest." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths and symptoms: a helper length calculation bug versus CPU/CUDA output divergence." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction and text classification docs about return_all_scores are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate model/training concerns." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A documentation mismatch in a pipeline and an unrecognized-model loading failure are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both concern Ministral/Devstral, but one is save_pretrained on dequantized weights and the other is FlashAttention loading failure." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized config/model loading and PIL image processor requiring torchvision are different failures." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling during generation and ANSI color output in loading_report are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility and a generic dependency issue with transformers are not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model-loading issues, but for different model families and different failure modes." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Ministral load/runtime regression and the other is an s_aux=None crash in sink-less models." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax and AddedToken keyword argument duplication are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus image-generation test failure and a cache max length bug do not share the same code path." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors in different modules; they are not the same missing symbol." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are runtime crashes in pipelines, but one is QA span decoding top-k bounds and the other is apply_chat_template on an empty list." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A partial-batch flag bug and a memory overflow issue are different failures." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is Qwen3VL MoE loading, the other is incorrect save_pretrained checkpoint output; different stages and symptoms." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Chat-template assistant-mask corruption and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A broad dependency issue and a specific torch 2.4.1 incompatibility are distinct." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating decoder embeddings is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model-specific issues: LlamaConfig validation versus Qwen3.5 kernel registration." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A general dependency problem and a too-new PEFT minimum version are not duplicates." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression and Deepseek tokenizer output changes are separate tokenizer bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "A SigLIP2 example with multiple runtime/documentation errors is not the same issue as the text-classification docs mismatch." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint save correctness are different model/dtype vs save-path issues." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tied-embeddings warning during fine-tuning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch and an unreleased PEFT version requirement are different dependency problems." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim validation and stale model.config.dtype after from_config are different configuration 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": 39, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397" + ], + "prepared_review_unit_hash": "041cd0714adb9580e682f5dd5b4f5d0a081e6c1688f81965821ef74d957cad26", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35160, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share a broad subsystem or version context, but the underlying bugs are different. I would not merge any of the proposed pairs as duplicates, and there is no clear canonical issue/PR for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative here; the items span unrelated regressions across tokenizers, model loading, configs, deepspeed, and packaging, so selecting one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both involve import failures after a version bump, but one is a specific missing `HybridCache` import while the other is broad import breakage after upgrading; different failure modes and likely different fixes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote-code model breakage are distinct issues; they only overlap at the level of recent-version regressions." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' issue are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE model loading and Qwen3.5 visual encoder save_pretrained key serialization are different code paths (load vs save) and different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different symptoms (Deepseek tokenization vs Granite AutoTokenizer IDs)." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating in MoE and Gemma 4 mm_token_type_ids defaults are unrelated model-training issues." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and different defects: default multimodal sub-config initialization vs missing `pad_token_id` attribute." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is inconsistent serialization of tied weights by device; the other is embedding resize not propagating to outputs. Related theme, but not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Model loading failures, but one is Qwen3VL MoE breakage and the other is a GLM-4.7-Flash unit-test load issue; too different to dedupe." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model/pipeline regressions, but one is processor selection for video classification and the other is Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and TensorFlow backend detection when only tensorboard is installed are completely separate failures." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is not comparable to an FP8 inference failure on B200." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` TypeError due to `_is_hf_initialized` are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json and `_patch_mistral_regex` crashing on backend_tokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks versus D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral and OCR index errors in Kosmos2.5 are different model-specific bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash and Gemma 4 processor loading import error are separate utilities/code-path issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save_pretrained failure and dequantized model loading with device_map=auto/offload are different quantization-related paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is optimizer.step being invoked twice; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and list_repo_files missing `revision` forwarding are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references to removed configs and leftover dummy classes in `dummy_pt_objects.py` are distinct repository-maintenance issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a Chinese report about post-upgrade filtering slowdown do not describe the same defect." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm epsilon handling and GlmMoeDsaIndexer split return values are different GLM-related bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend missing under `pip install '.[torch]'` and Python 3.9/3.10 compatibility in Transformers 5.1.0 are separate packaging/runtime issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are both tokenizer/model-output problems, but on different models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files in `processor.save_pretrained(...)` and Gemma-4 ZeRO3 `from_pretrained` are unrelated save/load 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": 40, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44683", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:45542|issue:45800", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "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:43540|issue:46752", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "a5dc67d3ad56761ec2745d00ea0d88babac9fa437435c61591135a2b1ffdccf6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports across unrelated subsystems. I did not find any soft pair that clearly refers to the same underlying bug or change. The closest recurring theme is Qwen3 MoE loading regressions in v5, and issue 43299 is the clearest representative of that theme.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43299 is the most concrete, self-contained report of the recurring Qwen3 MoE v5 loading regression; it names the affected model family and the transformer version breakage clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43299 is the strongest representative because it describes a specific v5 regression with a clear model family and failure mode, making it more useful as the canonical issue than the more application-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Different problems: docs/behavior mismatch for text classification vs intermittent slow import. Same library, not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but one is a Ministral FlashAttention failure and the other is a torch>=2.9 flex_attention compilation issue; different code paths and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage. No concrete overlap beyond both being loading failures." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection bug vs torch/transformers version incompatibility. Not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked prefill regression vs CLIPVisionModel hidden_states output bug. Distinct modules and failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific VL class vs a Python-version compatibility report. Too broad and not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models with different missing fields/attributes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-mapping forward bug; unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is a pipelines import dependency constraint and the other is a Qwen3.5 rotary-embeddings registration crash; different concrete problems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4 pad_token_id attribute error vs trust_remote_code config-field loss. Similar shape, but not the same code-path." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-class lookup failure vs Qwen3.5 chat crash. No shared concrete bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs ANSI code emission in loading_report. Completely different subsystems." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding bug in SmolVLM vs AutoProcessor backend-missing message. Related area, but different issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output bug vs incorrect docstring for position_ids. Documentation/output mismatch, not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure vs Python 3.9/3.10 support issue. Different failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "MoE load-balancing loss omission vs unrecognized model/config loading failure. Different model code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs undefined tf backend from TensorBoard-only install. Both import-time errors, but unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Gemma-4 zero3 from_pretrained failure. Different functionality." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file race vs stale warning in paged generate(). Unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs inconsistent from_pretrained behavior inside Python classes. Not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling crash vs kernels registration/decorator crash. Different components." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils. No shared underlying defect." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses not being added, but in different models and with different triggers; too broad to treat as duplicates." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/v5 compatibility, but one is a LoRA training/usage incompatibility and the other is a Qwen3VL model-loading regression; not clearly the same concrete code path." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 chat crash. Same family, different failure mode." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-list chat template IndexError. Unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "MoE load-balancing loss omission vs Gemma-3 eos_token_id config inconsistency. Different models and mechanisms." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug vs Gemma-4 zero3 loading issue. Distinct problems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code leakage in loading report vs GLM-5 RoPE implementation discussion. 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": 41, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:44451|issue:46752", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:43901|issue:45003", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:45859|issue:46399", + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:44466|issue:45335" + ], + "prepared_review_unit_hash": "c1a31c506fbf4383ce338bc31460c1b41f74d5d22f75dc7713f0c71fdc439afa", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related: many items touch transformers regressions, multimodal/video processing, caching, or model-specific config issues, but the soft pairs are not the same underlying bugs. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest and most representative issue in the set: a recent video-input regression affecting multiple Qwen multimodal variants, which best matches the cluster\u2019s main visible theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best single issue to anchor this cluster because it is a concrete, high-signal regression report with wide scope across related models, unlike the more narrow or orthogonal issues nearby.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different failure modes: model loading error vs apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI/logging formatting bug is unrelated to cache max length handling." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are separate code paths." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA crash in Bamba is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings failing to update output embeddings." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and fbank feature extraction are different subsystems." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Import error for a Qwen image processor is unrelated to missing is_offline_mode from huggingface_hub." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores does not match unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion issue is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file races are distinct problems." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation indexing crash is not the same as a cache length configuration limitation." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but Qwen3OmniMoe video input ValueError and SmolVLM padding miscalculation are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and removal of is_torch_fx_available are unrelated regressions." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and float16 AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug is unrelated to slow import timing." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Strict config dropping a vision field and AutoModel not unwrapping text_config are different config-handling bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in rotary embedding is unrelated to the missing decorator crash with use_kernels=True." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "These are both video regressions, but one is a broad Qwen v5.3.0 regression and the other is a SmolVLM padding bug; not the same underlying issue." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and SAM 3 LiteText memory overflow are different failures." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error for position_ids is unrelated to the v4.57.3\u2192v5.3.0 slowdown report." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen image-processor import failure and DeepSpeed ZeRO3/BertModel IndexError are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque crash and stale auto_mappings references are different code paths and bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict config loading and Qwen vision config field dropping are not the same issue." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression with images is not the same as resize_token_embeddings not updating outputs." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removing is_torch_fx_available and a missing decorator in apply_rotary_pos_emb are separate compatibility bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent lm_head.weight serialization inconsistency is not the same as t5gemma embed_tokens not updating after resize." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44479|issue:46170", + "issue:44987|issue:45459", + "issue:43352|issue:45250", + "issue:45412|issue:46123", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45685|issue:46431", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44361|issue:44749" + ], + "prepared_review_unit_hash": "d9e0f4512806a10d6d5e70ad7699a8197804e8e5a7d6850a7a17656ad8de32a1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-paired items are mostly unrelated regressions across different models/subsystems, so there are no clear duplicate merges here. I\u2019d use a broad, well-scoped regression report as the issue representative, but none of the pairs should be accepted.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44479 is the strongest standalone report here: it describes a concrete version-specific video regression, has broad impact across multiple Qwen model variants, and is more actionable than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best issue candidate because it is specific, reproducible, and clearly tied to a user-visible regression with multiple affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Different failures: missing saved processor files vs missing vision backend / unrecognized image processor. Not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific bug vs CPU/CUDA output divergence. Same broad area, but not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Completely unrelated: BART generate() error vs MLflow job-status reporting." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows/ROCm import dependency failure. Distinct code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer load failure for a model/package vs protobuf-related error masking. Different root causes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model not supporting Flash Attention 2.0; the other is a general Flash Attention issue, not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization bug are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy; no shared defect." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Weight-tying warning during fine-tuning vs flash-attention generation failure. Same model family, different problems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; different components and failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows/ROCm torch.distributed import issue. Not the same underlying issue." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward-pass cache/indexer crash vs Gemma4 mm_token_type_ids requirement. Different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 Video missing attribute vs Qwen3OmniMoe video-input ValueError. Different models and error causes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs multi-GPU CUDA OOM. Not duplicates." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained loading issue vs Deepspeed double optimizer-step bug. Distinct problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker. Related naming, but not same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning. Unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Indexer-cache crash vs flash_attention.py s_aux=None AttributeError. Different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Embedding-tying warning vs stale num_return_sequences warning in paged generate. Not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs model accuracy regression after upgrade. Different symptoms and likely causes." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache sequence-length return type bug vs LlamaConfig head_dim validation. Distinct issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure on \u2581. No shared code-path bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API request rejection vs Gemma pipeline roundtrip failure. Different surfaces." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma roundtrip bug; not enough to treat as the same underlying problem." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram op failure vs missing chat template error. Unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs chunked-prefill recompilation regression. Different mechanisms." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure vs Windows/ROCm import dependency issue. Different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder placeholder conv vs MaskGenerationPipeline batch handling. Unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLLukeTokenizer AttributeError vs slowdown after upgrading Transformers. Different bug classes, 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": 43, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "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:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43232|issue:43673", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:44964|issue:45137", + "issue:41628|issue:44933", + "issue:43986|issue:46726", + "issue:45310|issue:45375", + "issue:44869|issue:45356", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:43475|issue:45381", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45406|issue:46202" + ], + "prepared_review_unit_hash": "96776eb68a2dcea979143c7cf6f884bfdb8f66f3dcabb5a0ebecb60cb730df59", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Almost all items are unrelated bug reports across different models/APIs. Only the Qwen3.5 Moe loading reports look like a true duplicate pair; the rest differ in symptom, code path, or object type too much to merge confidently.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45375 is the best anchor among the near-duplicates because it states the likely root cause directly: a missing `deepstack_visual_indexes` field being dropped by `@strict`, which cleanly explains the broader Qwen3.5 Moe loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the strongest global issue candidate: it is concrete, root-cause oriented, and more actionable than the generic follow-up loading-error report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve `save_pretrained`, but one is a tokenizer class metadata mismatch while the other is missing processor files; different failure modes and artifacts." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both mention processor/model loading, but `43994` is about bad outputs from AutoModel/pipeline while `46726` is a missing-vision-backend import/crash path." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are model-related regressions, but one is custom model initialization under v5 and the other is an ESM2-specific breakage; not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "One is a data filtering slowdown regression, the other is DeepSpeed optimizer stepping twice; unrelated symptoms and code paths." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos-token configuration mismatch vs AttentionInterface registration behavior change; same broad area, but not the same underlying defect." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch during resume and a filtering performance regression are different problems with no shared code-path evidence." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "One is quantized model saving failure, the other is GGUF loading failure; opposite directions and different loader/saver paths." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save file emission and DeepSpeed optimizer stepping are unrelated subsystems." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and an empty-chat-template IndexError are entirely different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but `_update_model_kwargs_for_generation` after `sync_gpus` and missing cache in `chunked_prefill` are distinct code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder attribute loss and `AutoConfig.from_pretrained(..., trust_remote_code=True)` missing fields are different remote-code/config issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These look like the same Qwen3.5 Moe loading/config bug: one identifies the missing `deepstack_visual_indexes` field and the other reports the resulting `from_pretrained` failure on the same model family." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing import error vs Sentence Transformers hanging on load; the symptoms and fixes are not the same." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import issues in vision utilities, but one is a missing top-level `AutoImageProcessor` export and the other is a nonexistent `image_utils` import; different breakages." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve missing vision backends in AutoProcessor, but one is a video-model/torchvision-specific crash and the other is a generic image-processor error; not enough evidence of one concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A SigLIP2 documentation example with model/processor mismatch and quantization failure is not the same as backend-missing AutoProcessor behavior." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic bug report has no concrete technical content, and the Gemma-4 Zero3 issue is a specific from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and `continue_final_message` for mistral_common tokenizers are different tokenizer bugs." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 missing attribute vs Qwen2.5-VL video `vision_position_ids` are unrelated model-specific failures." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import `nn` NameError and Qwen3.5 kernel registration failure are different import/registration bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` and attention-kernel branching under `torch.compile` are separate runtime paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different training/inference issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and Gemma pipeline roundtrip on `\u2581` are both Gemma-related, but they fail in different layers and do not look like the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:45375 and issue:45478, is well-supported by matching Qwen3.5 Moe from_pretrained failure context and the specific missing-field root cause. The remaining pair rejections are mostly cautious and align with distinct symptoms/code paths." + }, + "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": 44, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:42673|issue:43704", + "issue:43278|issue:45137", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:30333|issue:33290", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:42175|issue:45712", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568" + ], + "prepared_review_unit_hash": "b24fc0f89bcccb4f3ea6dd1bd1a73021565293c15321fb2bbf14a5dcfe595f69", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35746, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformers issues with one clear duplicate pair: the repeated Qwen3ForCausalLM VRAM leak report. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the stronger canonical issue: it has the fuller report, much more discussion, and issue:43704 is effectively the same VRAM-leak bug with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the clearest true duplicate target and provides the most complete description of the concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different failures: pipeline-parallelism output corruption vs a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes; not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same Qwen3ForCausalLM multithreaded dataloader VRAM leak, clearly the same bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate and DeepSpeed ZeRO3 deque underflow are different bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is a token roundtrip failure and the other is an image-text pipeline failure." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MoE models, but they describe different model/version loading problems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Separate missing-import regressions for different public APIs; not one concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Saving FP8 MoE models and loading Qwen3.5 MoE from_pretrained are different operations and failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated issues." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy config loading for Beit segmentation is unrelated to an xdist file-race in testing utilities." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend-dependency packaging and an image_utils import error are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and a captured_info.txt race are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Both touch testing/CI, but one is a file race and the other is stale auto_mappings references." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an image_utils import problem are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Optional-backend packaging and dummy class cleanup are different maintenance issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading stall and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and tokenizers." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to router-logits loss computation." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and partial-batch pipeline bookkeeping are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in threaded dataloaders and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 reports, but one is a general AutoTokenizer loading issue and the other is a specific add_special_tokens regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: all items are issues, and issue:42673 vs issue:43704 is a clear duplicate pair with identical titles and stronger discussion on 42673. The other soft-edge verdicts stay on the cautious side and do not overclaim equivalence." + }, + "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": 45, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46231", + "issue:46665", + "issue:46762" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43116|issue:44190", + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44360|issue:46762", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082" + ], + "prepared_review_unit_hash": "899b0f2f0fb48009074208e35f1f4f89db10fad28dc758a367985c7c33e43fe0", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers issues that only share broad themes like imports, tokenizer regressions, or model/config behavior. The soft-similarity links are surface-level only; none look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes: vitpose model breakage vs Gemma 4 mm_token_type_ids defaulting. No shared code-path." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config initialization defaults, the other is ModelOutput key assignment semantics. Similar Python object behavior, but not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about clean_up_tokenization_spaces in v5 while the other is DeepSeek codec/BPE handling. Distinct fixes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they affect different packages and symbols: sentence-transformers nn import vs transformers Qwen2.5-VL export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Completely different paths: serving KV-cache continuation crash vs auto_docstring/annotation introspection AttributeError." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to MLflow not reporting failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting vs model-loading regression for Llama 3.2 Vision. Different subsystems and symptoms." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both involve multimodal models, but one is a missing image-patch method in GLM46VImageProcessorFast and the other is old InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5-related tokenizer/processor regressions, but one is cleanup-space behavior and the other is processor.tokenizer/images-to-tokenizer breakage." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths; not the same underlying bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen variants, but one is a wrong tied-weights warning and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different failures: multi-label classification outputs vs local dataset loading." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registering position_ids as a buffer is unrelated to deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning is unrelated to dummy class cleanup and repo-check/dir(transformers) leakage." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to token embedding resize/post_init reinitialization." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures tied to different missing dependencies/modules: transformers.onnx vs PyTorch requirement for AutoModel." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import/export surface area, but one is a missing image_utils import and the other is leftover dummy PT classes; not the same fix." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model serialization and the other is tokenizer_config.json class metadata." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Runtime optimizer argument handling vs a documentation parameter-name mismatch. Not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical/algorithmic issues in unrelated components: DSA indexer ReLU vs Minimax MSA attention accuracy differences." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Both are behavioral changes, but one is Pegasus output drift across versions and the other is AttentionInterface.register changing callable semantics." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed double optimizer stepping." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenizer BPE marker handling and the other is AutoTokenizer.from_pretrained loading failure." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Both involve from_pretrained/configuration behavior, but they describe different call patterns and failure mechanisms." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different packages and symbols; no common underlying defect." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig validating head_dim divisibility." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "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:44206|issue:45103", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:45381|issue:46305", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44829|issue:46002", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "6183f093c18115a7af3ea7c70b57ae2774359dec93707ddecf57104a2daca231", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the issue titles span unrelated bugs in serialization, generation, attention, processors, and model-specific regressions. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45092 is the clearest self-contained regression report in the set, with a specific incompatibility, version boundary, and affected checkpoint family. The remaining items are mostly unrelated niche bugs or adjacent but distinct failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45092 is the strongest representative issue because it is concrete, reproducible, and narrowly scoped, making it the best single anchor if one issue must stand in for the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording vs RoPE implementation; different code paths and symptoms." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration behavior change is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5 from_pretrained failure are distinct save/load bugs." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to flash-attention generation correctness." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained on MoE is unrelated to the default 50GB shard-size question." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading script issue and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as cache max_length handling." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are different failures." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior change and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug and long OCR index error are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to remote-code meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing encoder attribute in SAM3 video is unrelated to MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation crash and chunked-prefill recompilation are different cache issues." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on processor are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Moonshine streaming mask bug and SmolVLM video padding bug affect different processors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and missing processor save files are unrelated save/load bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Lack of ReLU in the DSA indexer is not the same as torch.split return-value handling." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero-probability issue are different model behaviors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split semantics and a wrong docstring are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and Moonshine sliding-window mask are different video-processing bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure and sinq save/load breakage are different quantization workflows." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained failure do not share the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue and SequenceFeatureExtractor.pad performance issue are not duplicates." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility in remote code is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import error and XLMRoberta flash-attention support are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different serve-path bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are different model-specific 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": 47, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:43976|issue:44945", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:44117|issue:44704", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:41628|issue:45278" + ], + "prepared_review_unit_hash": "bb18186b3d7485bb912388344419b516e54520bde0eea31df910512c01150604", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35217, + "estimated_input_tokens": 8805, + "estimated_eval_tokens": 17866 + }, + "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 regressions: tokenizer edge cases, model-specific loading/accuracy bugs, and several version-compatibility/import failures. None of the soft pairs look like the same concrete bug, so no duplicate merges are justified.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest representative issue here: it summarizes multiple import failures after a version upgrade, which is the closest umbrella theme among the import-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is high-level and captures the recurring upgrade/import-regression pattern better than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: missing AutoImageProcessor vs missing Qwen2.5-VL class. Similar symptom, not the same code-path bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Different problems: a model-type warning during SAM3 instantiation versus SAM3 text-encoder weights not loading." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs tokenizer adding an extra space after an added token." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy issue in FineGrainedFP8 is unrelated to Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is wrong offset mappings and the other is missing BOS/EOS insertion; different behavior and likely different fixes." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers loading hang are different subsystems and failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is not the same as a wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific is_offline_mode import error and the other is a broad post-upgrade import breakage; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention divergence is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 tracker warning and sam3-litetext memory overflow are different SAM3 issues with different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a docstring error." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same underlying defect." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is version-to-version tokenization drift; not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stuck in Sentence Transformers is not the same as a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and NameError importing sentence-transformers are different failures." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 wrong offset mappings and inability to load cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy and Qwen3-Next tied-weights warning are unrelated model-specific issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 behavior API warning is unrelated to torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is unrelated to pipeline-parallelism output errors." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save are different tokenizer/model serialization bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized model saving and loading Phi-4 multimodal instruct are different issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor failing to pass kwargs are distinct loading-path bugs." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek comb transpose bug and Minimax attention numerical drift are different attention implementations and failure modes." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model saving failure and invalid GLM-5 GenerationConfig are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing export and a broad multi-import regression after upgrade are related only at the symptom level, 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": 48, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:43116|issue:45200", + "issue:45216|issue:45478", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:44355|issue:46231" + ], + "prepared_review_unit_hash": "0eebabf58c93f2a892a2683f09fb7dfc6497d5b670e85e8bd1f9137c3956420f", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topic grouping around Transformers v5 regressions, especially tokenizer behavior, import errors, and model-specific save/load bugs. The soft links are thematically similar but not the same underlying defect, so I would not merge any pair.", + "confidence": 0.84, + "canonical_issue_reason": "If forced to pick one representative, issue:43122 is the broadest tokenizer-regression report in the set, but the overall cluster is too heterogeneous to treat as a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best umbrella representative of the dominant tokenizer-regression subtheme, though it does not cover the unrelated import/model-specific issues in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both are Qwen3.5/v5-era regressions, but one is a num_labels propagation bug and the other is a flash-attention training issue; different code paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "One is about AutoProcessor kwargs not reaching cached_file, the other is apply_chat_template crashing on tool-call assistant messages; unrelated bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer output, but one is wrong offset_mapping and the other is all-zero assistant masks for multimodal chat templates." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "The titles point to entirely different topics (DSA/ReLU discussion vs GLM-5 RoPE implementation), with no shared failure mode." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute on Sam3VisionEncoderOutput; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both mention tokenization, but one is a generic v4-to-v5 tokenizer behavior change and the other is multimodal assistant-mask handling." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both affect tokenizer behavior, but one is a broad regression report and the other is a specific continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "One is a Qwen3-VL-Moe bug report and the other is tokenizer_class mismatch on save_pretrained; too different to be duplicates." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained failure and gguf_file loading breakage are different save/load paths with different root causes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "A missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example script returning empty multi-label results, the other is Gemma 4 mm_token_type_ids defaulting; different models and logic." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and 5.4+, but one is save_pretrained producing a bad checkpoint while the other is a from_pretrained error; related family, not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but wrong offset_mapping and stale phonemizer backend state are distinct failures in different components." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe versus FP8 save_pretrained on moe: same broad area only, no shared bug evidence." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and a position_ids buffer read error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are missing different symbols from different modules, so they are not the same defect." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both describe tokenizer regressions across versions, but one is generic and the other is Deepseek-specific; not enough to merge." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in train/eval and incorrect LLM output under pipeline parallelism are different training/runtime bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is from huggingface_hub and the other from transformers; different dependency breakages." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx and a LayoutLMv3 error-message clarity issue do not describe the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Tensorflow backend packaging and Python 3.14 load failures are separate environment/dependency issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on one image are different model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "A torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer backend state are different tokenizer subsystems with different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different parts of the model stack." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads upon checkout/init are unrelated issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but the missing symbols differ and the latter is a broad upgrade report rather than the same root cause." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are both tokenizer regressions, but not the same specific defect." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are clearly 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": 49, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:45357|issue:45478", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:46614|issue:46752", + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:43673|issue:46328", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "69312d135b9f96f12cf43c5946d4f840bb9237fd966e7df6fa9622918c935f02", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36464, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bugs/regressions (tokenizers, generation, vision, training, attention, model loading). None of the soft pairs look like true duplicates, so all soft edges are rejected.", + "confidence": 0.24, + "canonical_issue_reason": "No item is a clean duplicate of the rest; 45478 is the broadest concrete v5/Qwen3.5 model-loading regression and is the best representative anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45478 is the most central and actionable issue here because it has a specific failure mode tied to a Transformers v5 compatibility regression, making it the strongest exemplar despite the cluster\u2019s heterogeneity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both mention version checks, but one is a Python support issue and the other is a PyTorch import guard in flex_attention; different bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example output failure and a SigLIP2 HF-vs-JAX discrepancy are unrelated subsystems and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3-family reports, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 from_pretrained error; not the same code-path failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is a config-loading issue, while NaNs in classification heads are a model initialization/checkout problem." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper-function behavior issue is not the same as a flex_attention PyTorch version check bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained writing wrong visual encoder keys is a save-path bug, while 45478 is a from_pretrained load failure." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and evaluate() failing after train() are different trainer bugs with different failure modes." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken vitpose model imports and a Ministral FlashAttention failure are unrelated model-specific issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label classification results and an incorrect pipeline() error message are distinct example/API issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs to cached_file are unrelated loading paths." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale GlmMoeDsa indexer cache and Swin2SR over-padding are different bugs in different components." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Wrong tokenizer decoder type and an accuracy regression after upgrade are too different to be the same underlying bug." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention 2 support and a generic Flash Attention 2 issue are not enough to infer the same concrete defect." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language backend and apply_chat_template crashing on empty lists are unrelated tokenizer/chat-template bugs." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsa torch.split return handling and Minimax attention numerical differences are separate computation issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch import version check are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code checkpoint incompatibility with meta init and Minimax attention numerical differences do not share a code path." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states on ranks >0 and a missing GenerationMixin cache during chunked_prefill are different distributed/generation problems." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in threaded inference and tokenizer BPE marker handling are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset_mapping in Qwen3 tokenizer are distinct tokenizer issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 bidirectional masks being causal are different attention/mask bugs." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi-K2.5 codec/regex regression and Wav2Vec2 phonemizer backend state retention are unrelated tokenizer/phonemizer defects." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "Threaded VRAM leak and SmolVLM padding miscalculation are different symptoms and code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and SequenceFeatureExtractor.pad inefficiency are unrelated performance/logic issues." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Broken vitpose models and empty-list chat template crashes are completely different subsystems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "An unreleased PEFT minimum-version bump is not the same as an AuxRequest flex_attention version-check bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both involve v5-era initialization/type-checking, but one is an unexpected _is_hf_initialized argument and the other is PretrainedConfig type checking; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 50, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "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:44829|issue:45216", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44075|issue:45656", + "issue:44933|issue:45278", + "issue:44263|issue:44485", + "issue:43066|issue:43122" + ], + "prepared_review_unit_hash": "ec5428f8fe301f66ffa841b30ecc56e747f178db8591b5bb8ed2911a365da526", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36326, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated bug reports and regressions (tokenizers, imports, model loading, training, config, and docs). None of the soft-edge pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must serve as the cluster anchor, issue 44117 is the most concrete and self-contained: it states a specific failing assumption in `from_pretrained` around `TOKENIZER_MAPPING_NAMES` returning `None` and points to a clear code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44117 is the best overall representative because it is precise, actionable, and describes a narrow runtime failure rather than a broad symptom or cosmetic complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: tokenizer mapping assumptions vs `flash_attention.py` crashing on `s_aux=None`; only broad library/runtime similarity." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied `lm_head.weight` depends on device vs NaNs in classification heads after checkout/init; distinct bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3next, but one is missing attention projections and the other is a `from_pretrained` load error; not the same code-path." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs for different models: wrong `offset_mapping` vs incorrect tokenization results; not a duplicate." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "`GenerationConfig` validation failure vs flash-attention generation misbehavior; separate runtime problems." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "`PretrainedConfig` type checking regression vs stale `config.dtype` after `from_config`; related area, different bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small bug in `testing_utils.py` is not the same as an xdist race on `captured_info.txt`." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FA3 training degeneration in sequence classification vs a Qwen3.5 `save_pretrained` regression; different symptoms and paths." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "`testing_utils.py` bug vs `SequenceFeatureExtractor.pad` inefficiency; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug vs crash when loading a video model without torchvision; same subsystem, different failure." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping `None` handling vs `_patch_mistral_regex` backend attribute crash; not the same defect." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "`3d_parallel.py` execution failure is unrelated to the `testing_utils.py` bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols (`layer_type_validation` vs `AutoImageProcessor`) and different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for `sam3_video` vs key error loading `facebook/MobileLLM-125M`; not duplicates." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash vs `SequenceFeatureExtractor.pad` performance issue; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior change across versions vs noisy logging message; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken VitPose models vs missing backend mapping for `tensorflow_text`; different failures in different components." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for `granite_speech` vs a documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about `max_shard_size` vs Qwen3.5 MoE load error; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning vs missing `rms_norm_eps` causing MLA precision differences; different topics." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer `offset_mapping` bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid `GenerationConfig` vs unrecognized model type/config schema issue; different root causes." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in `qwen3next` vs Qwen3.5 MoE `from_pretrained` error; not the same issue." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings warning and cache-file `FileNotFoundError` are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for `layer_type_validation` vs `_torch_extract_fbank_features()` issue; different APIs and failures." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "MLA `rms_norm_eps` precision bug vs Minimax MSA numerical differences; both numerical but not the same code path." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored vs optimizer step called twice under deepspeed; distinct optimizer bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from `image_utils` vs broad import errors after upgrade; overlap is too general to be a duplicate." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "`torch.split()` return-value issue in `GlmMoeDsaIndexer` vs GLM-5 RoPE implementation discussion; different concrete problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs changed tokenization output across versions; related domain, 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": 1, + "component_count": 23, + "review_unit_index": 51, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:42222|issue:45542", + "issue:43931|issue:44410", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43931|issue:44038", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "e5d34aa388ea477633426860995a5c44e8ad412679fd293567c1f34786c52b78", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37107, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bugs/features that only share surface-level Transformers/model terminology. I do not see any soft pair that describes the same underlying defect closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists; if forced, issue 43097 is the most central/high-signal report among otherwise heterogeneous issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the broadest and most cited regression here, so it is the best representative issue even though the cluster is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in 5.0 vs unexpected position-id key warnings; different bugs and code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache regression vs a testing utility bug; unrelated subsystems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure vs PreTrainedConfig type-checking regression; not the same issue." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage vs TensorFlow-backend detection when only tensorboard is installed; different root causes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3next missing projections in layer 0; separate model-loading vs architecture bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression in config classes vs undefined tf backend error; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure; not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Bfloat16 compilation warning vs BLIP2 dtype staying float32; similar theme but different symptoms and fixes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection vs streaming inference failure on a specific model; not the same code-path problem." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer split return values vs deepseek-v4 transpose bug; different internals." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer vs a dtype/transpose issue; unrelated bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches vs missing rms_norm_eps precision issue; different components." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight mismatch vs Qwen3-VL-Moe bug; related family, but not the same failure." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support request for XLMRoberta vs NemotronHForCausalLM; different model-specific support gaps." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure vs degenerate training with flash_attention_3; different problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API vs gguf_file loading breakage; unrelated loading/config issues." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access vs a small testing_utils bug; no shared root cause." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs testing_utils bug; different subsystems." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision error vs GLM-5 RoPE implementation issue; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import vs documentation parameter mismatch; unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image vs memory overflow in sam3-litetext; different failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling vs loading failure for physical-intelligence/fast; separate loader bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked prefill vs final partial batch dropping results; different pipeline bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting vs torch.split return values; different model utilities." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence vs deepseek-v4 comb transpose issue; different model versions and code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal issue vs flash_attention.py crash on sink-less models; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/video torchvision crash vs ReasoningEffort import error from mistral_common; unrelated import failures." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections vs missing deepstack_visual_indexes field; different configuration bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT vs Liger kernel not applied with model_init; different training issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "5.0 API removal vs quantized model save/load regression; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different libraries/symbols; same symptom class, not same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs qwen3next missing projections; distinct model families and failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Torchvision-dependent processor crash vs shard-size question; no common underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 52, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "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:43986|issue:44117", + "issue:44938|issue:46178", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "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" + ], + "prepared_review_unit_hash": "f9ffb9cd21bb5b15e80b32834083b6d5da639e16296c80a623821048fda996b3", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37396, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs in loading, tokenizers, processors, saving, compilation, and model-specific behavior. None of the soft edges look like the same underlying issue, so they should all be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 46752 is the strongest representative if one must be chosen: it is open, user-facing, and has the most inbound references/discussion among the set, but the overall cluster is too diverse to treat as a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46752 is the best global issue candidate because it is current, has the highest external interest in this set, and describes a concrete crash with clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family, but one is a padding bug and the other is a num_frames semantics mismatch; different concrete failures." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message is unrelated to an empty-list apply_chat_template crash." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness and logging noise are different problems." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a tensor operation bug and the other is an accuracy regression across versions." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different symbols; no evidence they stem from the same missing export." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removal of a config flag and quantization offloading behavior are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "A tokenizer AddedToken constructor error is not the same as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic and a DiffusionGemma pipeline crash are different code paths." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after training is unrelated to importing Trainer only when datasets is installed." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing embed token weights are separate bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg propagation and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "SDPA/FlashAttention config being ignored is not the same as chunked-prefill recompilation from cache lazy init." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision handling for AutoProcessor and tokenizer mapping None are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and tensorflow_text backend validation are different compatibility issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized specific models and saving Pipeline objects are different save_pretrained failure modes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save failure for dequantized models is unrelated to an infinite-loop generation bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Training-size bugs in xLSTM and torch.compile SDPA failure in Bamba are separate model-specific issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and Pipeline object serialization are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning about bf16 compilation is not the same as an SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings with different causes: precision casting versus tie_word_embeddings configuration." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing UMT5 weights and the default 50GB shard size are unrelated save/load concerns." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduction of another issue do not match as the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support in a model and Python version compatibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Model FlashAttention support and GPT2 attention scaling under backends are different problems." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed tie_embeddings flag and a noisy logging message are not the same issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated model failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Backend-specific attention scaling and AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "An optional post_init restriction on patchtsmixer is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure and Trainer import pollution are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different MoE-related issues." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention and single-label-classification zero-loss degeneration are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 53, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "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:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "12f27ed1af5f96bccb157f234057ae60162e85e1b53c6fa6e5fa627700a62fb6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges from the soft pairs; they are mostly loose topical matches (imports, save/load, config regressions) rather than the same underlying bug. I\u2019d use the CLIPVisionModel hidden-states regression as the most representative issue in this set.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43618 is the cleanest, most concrete regression report in the set: a single, reproducible v5 behavior change with a clear symptom and target area (CLIP vision outputs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43618 is the best issue to anchor this cluster because it is specific, user-facing, and easier to triage than the broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: packaging/backend dependency gap vs Trainer import resolution problem. Same ecosystem, not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated code paths: distributed optimizer state corruption vs attention-scaling being ignored in specific backends." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and likely different fixes." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different warning types and triggers: local path parsing vs bfloat16 compilation precision warning." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about precision is not the same as a torch>=2.9 flex_attention compile failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different models and subsystems: xLSTM training blockers vs BEiT image processor label reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different surfaces and root causes: chat completions API request validation vs processor chat-template batching crash." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same broad model family, but one is a loading regression and the other is fp8 inference support; not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; separate outputs and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Completely different problem areas: CLIP output fields vs GPT2 attention-scaling behavior." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a utility symbol vs unexpected network calls despite local_files_only=True; unrelated defects." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they involve different models and different implementation problems." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Save-related issues, but one is quantized model serialization and the other is Pipeline.save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both affect model loading, but one is a base_model_prefix regression and the other is a state_dict sorting/load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different domains: config propagation for Qwen3.5 vs a Trainer import conflict caused by datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different features: embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and failures: Gemma3 config missing vocab_size vs SAM3 output missing fpn_position_embeddings." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing names from different modules with no shared code path." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different models and distinct validation failures: Flash Attention 2 support vs invalid GenerationConfig." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated issues: chat completions API rejection vs inability to import Trainer due to datasets." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading-model regression vs saving-Pipeline regression; opposite operations and different fixes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option is not the same as Pipeline.save_pretrained failing." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and unrelated config constraints: Gemma3 vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 configuration bugs; no shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different version ranges and likely distinct breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different lifecycle stages and symptoms: loading a sorted state_dict vs saving an incorrect checkpoint." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Same broad config area, but one is attention-mask behavior and the other is head_dim validation; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different models and operations: CLIP output regression vs Qwen3.5 checkpoint-saving regression." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different models and different missing config attributes; not duplicates." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 config bug vs Qwen3.5 num_labels propagation bug; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate mask assignment error vs tensor-parallel training bug are unrelated failures." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but on different models and with different failure modes (missing weight vs loading error)." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed training optimizer bug is unrelated to a typo in cache-strategy text." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "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", + "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:43824|issue:46617" + ], + "prepared_review_unit_hash": "c46dd4928260db9a8d7e4d8bbbe7f0990b06fd5983580fa04b9a75c46610f563", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36376, + "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 a set of superficially similar but distinct issue reports across import/loading regressions, tokenizer/config bugs, training/TP issues, and flaky tests. I do not see any pair that looks like the same underlying bug or change, so there is no sensible canonical duplicate target here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items span unrelated problems across loading, config, tokenization, training, serving, and test flakiness.", + "canonical_pr_reason": "No PRs in this cluster.", + "best_issue_reason": "No single issue is a good global duplicate target; the overlap is mostly broad wording like \"load\" or \"import\" rather than the same concrete failure.", + "best_pr_reason": "No PRs in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/Layer update decoration bug vs broad import regressions after upgrade; different code paths and symptoms." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args being ignored is a training optimizer issue; Trainer import failure tied to datasets is an import/dependency conflict." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder mask bug vs tokenizer loading regression; unrelated model execution paths." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file loading errors vs Python 3.13 DebertaV2 import/parsing failure; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failures and PretrainedConfig type-checking regression are different compatibility problems." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error vs Gemma pipeline roundtrip on \u2581; unrelated model I/O issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config vocab_size vs wrong optimizer states under FSDP2+PEFT; distinct bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load failure on sorted state_dict vs missing Qwen3_5MoeVisionConfig field; different failure modes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing set_seed in SamHQ tests and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * slowdown in models and intermittent import-transformers slowness are both performance-related, but not the same concrete cause." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no_grad decoration bug is not the same as the broad claim that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a specific TP model; similar area, different underlying problem." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad cache update bug is unrelated to Python version compatibility for Transformers 5.1.0." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIP attentions field vs patchtsmixer post_init policy; different models and fixes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; both loading-related, but not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load error when state_dict is sorted vs incorrect visual encoder keys on save_pretrained; save-side and load-side bugs differ." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError vs tokenizer loading regression; unrelated failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an inconsistent class structure in v5.6." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetr AMP crash are unrelated issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence from remote implementation; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing set_seed in SamHQ tests vs GraniteSpeech stale device override test race; both CI issues, different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ seeding flake vs auto_mappings referencing removed configs; different files and failures." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization_spaces behavior change vs SmolVLM num_frames meaning mismatch; both API semantics, but not the same change." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still causing API requests is a network/privacy bug; AddedToken keyword collision is a tokenizer construction bug." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs FileNotFoundError loading trust_remote_code model from cache; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE vs missing _tp_plan for tensor parallelism; unrelated model support gaps." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained regression in v5 vs checkpoint reload incompatibility after upgrading from v4.57; both loading-related but not the same defect." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory growth vs checkpoint reload failure after upgrade; different symptoms and fixes." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs cache FileNotFoundError for trust_remote_code; unrelated import vs filesystem 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": 55, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "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:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "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:36296|issue:43901", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "b4b79f1d061beff8b89df50920acab1de5f3c5da4c6db6316e3d1eefe4c01f97", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37958, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issues with only loose topical similarity. None of the soft pairs are close enough to treat as the same underlying bug/change, and there are no PRs to evaluate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46144 is the most concrete and actionable item among the set, with a clearly scoped RoFormer attention-interface problem and an open report that could anchor related investigation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the best standalone issue because it is specific, implementation-facing, and easy to triage compared with broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different subsystems and bugs: cache/layer update no_grad vs SAM3 pixel decoder dummy Conv2d." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: local_files_only network leakage vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Both involve loading, but one is a missing image-processor method and the other is a cache file-not-found import path issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a broader from_pretrained regression; not the same concrete defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow failure reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors are unrelated to the performance regression after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different causes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 config issues: tensor-parallel plan vs dropped config field." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Generation internals are related, but no clear same bug: no_grad decoration vs sync_gpus update ordering." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor/vision related, but one is num_frames semantics and the other is missing backend handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading stall in Sentence Transformers is unrelated to model.forward documentation confusion." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No shared bug: local_files_only network requests vs an unrelated issue named racoon." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different features: offline loading bug vs FP8 save_pretrained for moe." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to racoon." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure and tensor-parallel training bug are different issues." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/loading regressions, but for different model families and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python load errors are unrelated to PreTrainedConfig type-checking changes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model-loading breakage are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the v5 env command regression." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are unrelated changes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion does not match the layer_type_validation import error." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env CLI breakage is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issues: racoon vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both mention import/loading, but HybridCache import failure and cache FileNotFoundError are different causes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to racoon." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to racoon." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different problems." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface integration; not the same concrete defect." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to trust_remote_code cache loading." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8-related, but one is save_pretrained support and the other is inference support." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors for different symbols: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Both mention model/runtime behavior, but one is Liger Kernel application and the other is FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics 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": 56, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|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", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "d78c02605579be828451d5ff015b1d1623f26beb9dba3c936c74050b07244c1e", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39407, + "estimated_input_tokens": 9852, + "estimated_eval_tokens": 19960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, many of them broad v5-era regressions. None of the soft pairs look like true duplicates of the same concrete bug/change, so all soft edges should be rejected. The most representative umbrella issue is the broad \"v5 breaks too many models\" report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best represents the recurring v5 regression theme across multiple model breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single issue to keep as the cluster representative because it captures the widest shared symptom pattern, even though it is vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a vague general v5 breakage complaint; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache/chunked prefill bug and cache-strategy typo are different problems." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior is unrelated to the TensorFlow backend error." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as a generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3 Moe, but one is a model support bug and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import slowness is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox/output issues are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL symptoms on different inputs; no clear shared concrete defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command and checkpoint reload failure are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* cleanup/import cost issue is unrelated to missing generation cache during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config regression, not the broad model-breakage umbrella." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific and not the same as the generic v5 breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading old checkpoints after v5, but one is a broad reload regression and the other is a specific InternVL2/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying bug as broad model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade is a broad symptom report, but not the same concrete issue as the general v5 model-breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time package bloat/cleanup is not the same as failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Moe and a DeepSeek weight-conversion question are different topics." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker/model-type warning and Liger Kernel application under model_init are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow imports and broken lazy loading overlap thematically, but the reports do not describe the same concrete defect." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support limitation for Nemotron and Qwen3-VL bbox errors are different model bugs." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility problem and Qwen3-VL output bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not a generic bug report duplicate." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* cleanup/performance and HybridCache import failure are different issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import cleanup/performance is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility breakage is not the same as broad model regressions." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model families and different failure modes; not one concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version incompatibility and import failure for a model module are not duplicates." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights key AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still mentioning pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading regression are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate flash_attention_3 training are different code-path problems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion is unrelated to Gemma4AudioRelPositionalEncoding." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "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:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue: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:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "6d87cb441e9e97e35e8040de6e3ada4ac334b37604be754504f09d3570660292", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39682, + "estimated_input_tokens": 9921, + "estimated_eval_tokens": 20098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and does not contain a safe duplicate set. A few soft pairs share broad themes (tokenizer v5 regressions, loading/import issues, processor bugs), but they point to different code paths and should not be merged. Issue 43519 is the most central representative among the issue candidates, but still not an exact duplicate anchor.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43519 is the most connected and concrete issue in this cluster, with the largest number of soft-similarity links; it is a specific, actionable bug report rather than a vague or off-topic item.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43519 best represents the cluster\u2019s limited overlap because it is specific and central, but the surrounding issues are too diverse for it to serve as a true duplicate canonical with high confidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related bugs, but one is a timestamp calculation problem and the other is a video padding calculation issue; different code paths." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is not the same bug as _get_tied_weight_keys crashing on list-valued metadata." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Both mention v5 import/load issues, but one is an env command regression and the other is a specific module import error for Qwen3_5; not the same defect." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is too broad to equate with a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math and GLM-5 RoPE implementation are different model components and bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp handling and scheduler keyword propagation are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak under dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a model-loading breakage." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek-V4, but shared expert gating and a comb.to(dtype).transpose bug are different concrete problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation do not share the same code path." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different positional-encoding implementations." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and processor timestamp calculation are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint that 5.0 breaks many models is not the same bug as a specific Qwen3_5 import failure." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Both involve processor code, but timestamp calculation and missing save_pretrained files are distinct failures." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and Gemma-4 audio encoding are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp logic and multi-thread VRAM leakage are not the same defect." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are both import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap for NemotronH is unrelated to a Qwen3_5 import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 complaints, but one is a broad behavior difference and the other is a specific decoder-type mismatch; not clearly the same bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is too generic to assume the same change request." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated 'Unemployment' issue are not related." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "An off-topic issue title is not the same as a broad 5.0 compatibility complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2.0, but they target different models and different support gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask bug and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failure and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow model loading and tensor-parallel training behavior are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Load-speed issue and documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 FP8 support are unrelated features." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Init-weights usage in Mamba models and RoFormer attention-interface work 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": 58, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "c178d6b8e8f7a7484429b7069cc8d212b7d03c5fd32f62f827d9bd0c59ff20f4", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922410, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly unrelated model/config/tokenizer bugs, so the cluster does not look like a duplicate set and no soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue stands out because the cluster is heterogeneous; if forced, issue:43240 has the most discussion/inbound references, but it is not a true representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 expert gating are different models and different bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint mistake in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is a missing use of ignore_value; the other is kwargs not being forwarded to a loss function\u2014different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs forwarding and RoFormer attention interface usage are unrelated implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss masking and tokenizer regex warnings do not describe the same underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These target different subsystems: segmentation loss handling versus RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value usage is not the same as a typo in a quantization attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to loss calculation is unrelated to correcting a config type hint." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type annotation and attribute-name typo are separate fixes in different modules." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior and ModernBERTConfig type hints are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "184f22de8cc50aa6dcb7660c4b9638421f4deaada74048ad9a58a4f2e4a6da1b", + "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 are three unrelated closed feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this cluster should not be merged.", + "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 code paths: truncation strategy for tokenizers vs Wav2Vec2 word-level timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Completely unrelated requests: tokenizer truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one is about plateau scheduling, the other about audio model alignment/timestamps." + } + ] + }, + "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": "8b0d357f4f9cbd2fed7feee4d5f8ae0947765a54955b85975e8bf7942c5d9f6b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates: one is about Tapas tokenization parity with TensorFlow, one is about the error message when downloading a private model while logged out, and one is a general model-loading failure for bert-base-uncased. The only plausible overlap is between the last two as generic loading/auth problems, but the titles and problem contexts are still distinct.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 16618 is the broadest and has the most discussion, so it is the best representative issue if one must be chosen, but it is not actually the same bug as the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most central/visible of the three, but the cluster is heterogeneous rather than a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch in Tapas vs TensorFlow is a different code path and symptom from a model loading failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model loading, but one is specifically a bad auth/error message for private model downloads 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": "0c11564cb760bb23b026859a14b3e12f7c7e3086c926c80acbc75f7ded53b456", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests in different areas: Flash Attention 2 support vs GGUF support. They share a broad \u201cadding support for more architectures\u201d framing, but the underlying changes and code paths are unrelated, so this is not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 26350 is the more active and earlier community-tracked request, but it is not the same underlying change as issue 33260; they should not be canonicalized as duplicates of each other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 has much higher discussion activity and is the more established request in this cluster, so it is the better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are architecture-support feature requests, but one is for Flash Attention 2 and the other for GGUF. They target different subsystems and concrete implementations, so 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": "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": "73dd86a6ff74709fc304d896a8922ae60a62d68b98b5c85f69f194db69fd294c", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly i18n issue-template noise. I would only merge the exact same-title duplicates within each mini-group; the language-specific translation requests are distinct and should stay separate. No pull requests are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43834 is the best canonical representative of the main i18n template cluster: it is the earliest of the near-verbatim placeholder issues and has the clearest generic title, with issue:44365 and issue:44370 looking like duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue candidate because it is the most central/representative of the repeated translation-template reports. The other language-specific translation issues are not true duplicates, and issue:46222/issue:46226 form a separate exact-duplicate pair rather than replacing this one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs generic placeholder); similar i18n boilerplate is not enough to call it the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; these read as separate translation tasks, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation issue vs generic placeholder issue; too little evidence that they are the same report." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian) and thus different issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish vs placeholder/generic issue; likely related topic, but not the same underlying report." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language targets (Spanish vs Romanian), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request and generic placeholder issue are not clearly the same bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific translation issue vs generic placeholder; too broad to merge." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different underlying reports; only boilerplate similarity is visible." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-verbatim duplicate generic i18n template issue with the same title pattern and extremely high body similarity." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Looks like the same placeholder issue copied/reposted; title and body are effectively identical." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles differ completely and there is no clear evidence they are the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title/content pattern; too risky to merge as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These look like exact duplicate reposts of the same generic i18n translation issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Not enough evidence of the same underlying issue; the titles point to different reports." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete code-path or task match." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Similarity is only from boilerplate; the reports themselves do not appear to be the same." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different underlying reports; the shared template text is insufficient." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and perfect similarity make this look like a straight duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate calls among issue:43834, issue:44365, and issue:44370 are supported by identical titles and very high similarity scores, and issue:46222|issue:46226 is clearly an exact-duplicate pair. The analyst is also conservative in keeping the language-specific translation requests separate despite high template similarity. No pull-request pair assessment is needed because none are present." + }, + "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:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "6405593a636018824950714fc3134b9c43b3bf95abc7d56bebd28064f889c196", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only superficially similar: they are mostly separate model-addition requests across different models, architectures, and modalities, not duplicates of one underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46133 is the most active and detailed representative of the general model-request pattern, but the set is too heterogeneous to treat it as a true duplicate umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "46133 is the strongest single representative if one issue must be chosen: open, detailed, and heavily discussed, with broad template-level similarity to several other requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model requests; only the generic \"add model\" wording matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS target different models and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model additions with no shared code path indicated." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different models and use different model families." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR object detection support is unrelated to a weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model support requests, not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and a circuit-sparsity model request do not describe the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model tracks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate models with no sign of the same implementation work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests despite both being BERT-like names." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and OpenAI weight-sparse transformer are not the same model or code path." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR do not target the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a very high level, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are different model families and tasks." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "RoPE support for BERT-like models is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related naming-wise but are distinct TTS vs ASR support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are different underlying changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests, not the same model." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related but request different models and support work." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests in different model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and circuit-sparsity support are unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SWA+sink for Granite models are not the same underlying feature." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are distinct model requests with no shared implementation target." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language requests, but they are different models and not the same code-path change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the Mirko Privitera issue do not appear to be related at all." + } + ] + }, + "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": "092013f8cb1521bcffe978df3e097f44186b9b3d40d0d344cb00901546a11901", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a documentation request to add `pruna` as an optimization framework, while the other is a technical Vision RoPE refactor. No duplicate relationship is supported.", + "confidence": 0.97, + "canonical_issue_reason": "`issue:46443` is the more substantive technical issue; `issue:38740` is a docs-only feature/request and is not a good canonical representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:46443` is the best issue to represent the cluster because it is the only concrete code-level refactor, whereas `issue:38740` is a documentation addition request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subject matter and artifact type: a docs request about adding `pruna` versus a Vision RoPE refactor. They do not appear to 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": "12bcc691c6b5c1c82ff2e28b5e27f622a6a3e6e5ba60dc6f2a5b4eed4cb2bc9f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding, the other is a DeepSeek v3.2 compatibility/support request. They share only a very loose similarity.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more concrete, user-facing feature request; Issue 41084 is a separate low-level decoding topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying problems: block decoding vs model/version support. The similarity is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "57f1f742c7198fc23a3cf0c409e9483bb898b14dc63063cf22850017216a8128", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different model components and different requested changes: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other asks for integrating TiledMLP to reduce memory footprint. They are not the same underlying bug or feature request.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #41306 is the better canonical representative only by activity/verbosity; it is more detailed and has more discussion, but the two issues are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best issue to keep as the representative of this small cluster because it has higher discussion activity and a more concrete, narrowly scoped request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different feature requests for different modules/code paths: FLCE flag wiring in `from_pretrained()` versus adding TiledMLP for memory reduction. 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": 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": "066c0702e8cb001b51135e2450c159d7b379e3fe82b9c54573076c3235d4535a", + "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 Trainer customization, but they describe different underlying problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue for a duplicate cluster here; if one must be chosen, #43598 is the more general Trainer customization concern, but it does not subsume #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different bugs: #43598 is about making `remove_unused_column` more customizable, while #43600 is about estimating FLOPS correctly for custom trainers. They share a subsystem but 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": "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": "5c2ec383fb5104ebc18a311dffac23bf71a062289398a594e8dec7733cba3ed3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different feature requests: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence-classification auto support. They share only a broad transformers-auto-model theme, not the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader auto-model registration request, so it is the better representative of the cluster, but it is not a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different auto classes/tasks: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 support for AutoModelForSequenceClassification. Not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "51676599c5154ee1144475e289b9855657c2f9b4cfbc367b12a84f532b5be487", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by three near-identical, very sparse \"huggingface\" issues, plus one unrelated \"Fett\" issue. With so little body detail, I would treat the Hugging Face reports as likely related but not confidently duplicate-mergable.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43859 is the best anchor among the near-identical Hugging Face reports because it is the latest and has some discussion activity, while the others are equally sparse.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the strongest issue candidate in this cluster due to recency and activity, but the evidence is thin and the report text is too generic to be confident.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared body/detail evidence; nothing indicates the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared code or issue-target evidence; too little to treat as the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" is unrelated to the generic Hugging Face reports, and there is no concrete overlap beyond weak similarity signals." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but the bodies are not available and there is no concrete symptom or target evidence to confirm a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles are not enough here; the reports are too sparse to verify they describe the same underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles, but no body, target, or file evidence ties them to the same actionable issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 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": "1bd871b883c75805484d686da921beb8b86df4d5eec083739382d9f2f2e56764", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are closed, low-information issues with spammy or generic titles and no meaningful body context. There is not enough evidence to treat any pair as the same underlying bug or change, so no soft-edge merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44371 is the earliest generic placeholder in the spam-like subset and is as representative as any other, but the cluster is too noisy to support a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the least risky global representative only because it matches the repeated placeholder-spam pattern; 44418 is more descriptive but does not appear to be the same topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles, but there is no evidence of a shared underlying bug/change to merge." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder spam pattern, but still no concrete duplicate issue or shared fix target." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam placeholder versus a documentation-suggestion title; too little evidence they refer to the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated spam-like text and do not point to the same underlying bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A docs-enhancement title is not the same thing as a spam placeholder, and there is no shared bug/change evidence." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No indication these describe the same concrete problem; only broad low-quality similarity." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical placeholder titles, but the items contain no substantive context showing a real duplicate bug report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Both are spam-like, but the titles do not establish a common underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared bug/change is visible; the similarity is only superficial spam-like wording." + } + ] + }, + "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": "3203e9f0253c2eb00c99a62e9ff078dd8d23083ff595b50c26e7b6d420d106f6", + "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": "#45145 is still the best canonical issue because it is earlier and has an inbound reference, but the evidence for a duplicate relationship is only moderate: the packet shows identical titles, similar body sizes, and a soft-similarity signal, without directly proving the bodies are the same.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the most suitable canonical issue among the two.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative because it appears first and has some reference activity, while #45151 looks like a likely later repeat of the same report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The match is suggestive but not conclusive: identical titles and similar body lengths plus soft-similarity do not by themselves establish that the issues are the same underlying report or that one is definitively a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is reasonable, but the duplicate verdict is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not directly establish that the bodies are the same or that one issue is definitively a duplicate of the other. The summary should stay more conservative about the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "e401ea2af0428e238386ecb03093919038f2a463b8821b9e4e0152319e972504", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs in related areas, but they do not look like the same underlying problem. One is a Gemma4/audio-module uint8 weight path hitting a torch.finfo TypeError; the other is a BitsAndBytesConfig skip-module regression that removes the default lm_head exclusion and raises an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45674 is the more general and clearly described regression, with a configuration-level failure mode and broader potential impact than the Gemma4-specific uint8/audio-module crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45674 is the best representative issue here because it states the concrete failure in a reusable way and is less model-specific than issue:45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad theme (4-bit inference) but different bugs: one is a Gemma4/audio uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion/assertion regression. Different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "f5bd274e460d9eb71e5e1467876798976a7d382ec0044e5cc4d70644e7ef7be0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be unrelated personal-name posts, not duplicate bug reports or the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue has substantive technical content; the titles refer to different names and dates, so there is no clear canonical duplicate relationship.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this pair is a good canonical example of a real bug report; both look like unrelated/non-technical entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different subject names and dates with no shared problem statement or technical details; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 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": "f505f813e39cfd1fde010f7ba057375b2d181beb0e80195a56225389de4318a8", + "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": "These two closed issues appear to be unrelated standalone entries, each consisting only of a different person\u2019s name and date. There is no evidence of a shared bug, request, code path, or duplicate reporting.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for a duplicate set because they do not describe the same problem or any actionable software defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and different dates, with no shared technical content or underlying issue to unify them." + } + ] + }, + "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": "7514aa1b270815fc0feb117fd5e62e0198d09ffa9624855dbeca614740291f48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for a new Qwen3_5 token-classification/value-model head, while the other requests FP8 training support. They involve different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: these are distinct feature requests rather than the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader platform feature request and is the better representative of the cluster; 45810 is a narrower model-specific API addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-specific token-classification/value-model support vs FP8 training support. No shared fix or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "c9bee04be5e265777d1372b79b6fd64fbc598695a04aca6a6351564d7887ddd8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set contains two clear exact-duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is only loosely related by theme and should stay separate; it is not the same underlying request as the example or service issues.", + "confidence": 0.94, + "canonical_issue_reason": "No single global canonical: the items split into two separate exact-duplicate issue pairs (45870/45871 and 45872/45873), while 45869 is a different dataset request.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative issue overall because it has an exact duplicate partner (45873) and is the most concrete standalone request in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial/data context, but this is a dataset listing versus an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869\u219445870: thematically similar, but different request type and different underlying artifact." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and same body length; these appear to be duplicate submissions of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is a scraping-service request; not the same change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different issue topic: example prediction workflow versus scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying request despite shared domain terms; these would not be merged into one issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request; 45871 is the example issue, while 45873 is the scraping-service issue duplicate pair." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and same body length; these look like duplicate submissions of the same DataForge scraping-service issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two exact-title, same-body-length pairs are treated as duplicates, and 45869 is kept separate as a different dataset request. The soft-edge verdicts are conservative overall, especially on the cross-pair rejections where the analyst avoids merging different request types." + }, + "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": "6107f7abc4041e75f3dd876e7496381a348c44ce55996a8bef1ddf185e4f979b", + "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": "The two issues are related to static-cache handling in linear-attention/Qwen3.5 paths, but they describe different failure modes: one is a `KeyError` for `linear_attention`, the other is shape corruption during `early_initialization` leading to a `RuntimeError`. They are close, but not clearly the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) and the concrete downstream failure mode, which is more informative for triage and fixing than a model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative for the cluster because it captures the likely root-cause class in a way that could apply across models, whereas 46441 reads as a specific symptom on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: both involve static cache and linear-attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). They may be related, but they do not clearly describe 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": 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": "3b2e30f271a9f617cd3e6550a01102fb327a5724011e9e835d529974e68192ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to describe the same Wav2Vec2CTCTokenizer v5 bug report: they have identical titles, identical body length, and maximal soft similarity. #46551 is the better dedup anchor because it is the earlier closed report, while #46552 is the later open report with matching content.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46551 is the earlier closed instance and the best dedup anchor for this matching report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46551 is the strongest representative issue because it is earlier, already closed, and matches #46552 exactly in title/body content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "The titles and body length are identical, and the soft similarity is maximal, so they very likely describe the same underlying bug report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the writeup is a bit too definitive for the evidence. The packet only supports that the two issues have identical titles/body length and maximal soft similarity; it does not prove that #46551 is the \u2018original\u2019 or that #46552 is definitively an \u2018open duplicate.\u2019 Please soften the canonical/original language to something like \u2018earlier issue\u2019 or \u2018best dedup anchor,\u2019 and avoid asserting duplicate status as certain unless there is an explicit linkage." + }, + "evaluator_used": true, + "retried": true, + "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": "67461834f2e2ab97c52f8b3e57d0a37f8b831ecd36d98a170410742c92cf5459", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different training failures: one is a tensor size mismatch during object-detection training, the other is out-of-memory after several epochs while training RT-DETR v2. They share a broad training context but not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the more specific, actionable bug report, but it should not be treated as a duplicate of 46692 because the symptoms and likely root causes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor-shape mismatch versus gradual OOM during RT-DETR v2 training. Same general subsystem, but 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": "pull_request", + "component_index": 1, + "component_count": 40, + "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": "a0887727fa7d527e4868701b88149b9d89e9c90ded8417b3a92c9fddddea6b36", + "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": "These are related VibeVoice pull requests, but they cover different scopes: the first adds the base model integration, while the second adds a realtime variant plus an acoustic tokenizer. They overlap on shared package wiring, but they do not look like the same concrete change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the original, broader VibeVoice implementation and provides the base integration that the later realtime work builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster since it covers the core VibeVoice codepath and is the main foundational integration; PR 42781 is a later, narrower extension for realtime support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: the overlap is mostly shared VibeVoice scaffolding and docs, but 40546 implements the base model while 42781 adds realtime support and an acoustic tokenizer. They are related follow-ups, not the same underlying change, and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 40, + "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": "a48b9f20ea36c06169073809df7b0777914a440b26d9871d60733b114aecc170", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "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 feature additions in different model families: TimesFM covariate forecasting versus DINOv3 image classification support. They do not fix the same code path and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue in the cluster. If choosing a representative PR, the DINOv3 image-classification support is the more focused, self-contained change with clearer scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the better representative because it is a narrowly scoped model-capability addition with concrete integration points, whereas PR 40755 is a broader forecasting feature spanning docs, utilities, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different tasks, and different code paths. TimesFM covariate forecasting and DINOv3 image classification 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": 3, + "component_count": 40, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 40, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46744" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request: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": "355f177a0ac5cb93bb83b952fb2c9e45e9c9f3281fc8bbbf938468811b5434f1", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36845, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36845, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs; the only strong duplicate is the pair of fixed_cross_entropy changes for the same cross-entropy kwargs support issue. I\u2019d keep PR 43251 as the representative and reject the rest as distinct changes or tests/docs/model additions.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative: it directly targets issue 43240, changes only the relevant loss utility, and describes the underlying behavior change explicitly.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best single PR to keep because it is issue-linked, narrowly scoped to the actual bug, and overlaps almost exactly with the duplicate variant 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: Mistral tokenizer API methods vs adding a new model implementation." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions are unrelated to executorch export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix and a new model PR are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs support is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests do not match Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export testing and MobileLLM model addition are different workstreams." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition is unrelated to the config-resolution ordering fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Falcon output-capture refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill scaffolding do not fix the same code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon forward refactor is unrelated to Mistral4 test failures." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests and the layrnorm/layernorm rename are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Model tests for Mistral4 are unrelated to chat response parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to Apple Silicon documentation updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and adding the TDT loss kernel are distinct changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto/modeling filenames aside, these target unrelated features: Mistral4 tests vs model-creation skill content." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model code and the model-creation skill PR are not the same artifact or fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and config-resolution ordering fixes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same cross_entropy kwargs passthrough in fixed_cross_entropy for issue 43240; the diff is a minor variant of the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR 43251/43254 is the only clearly mergeable duplicate pair, and the rest are reasonably treated as distinct workstreams. The duplicate verdict is conservative and supported by the shared issue target and identical file, and the rejected pairs do not look like a single 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": 5, + "component_count": 40, + "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": "42759c18f8eb734582f0f84016bb5d7e11ffee92d4a383a56889c2c12968c862", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are PRs that broadly update GitHub Actions, but they target different dependencies and problems: PR #42975 is a Node 24 compatibility sweep across many workflow actions, while PR #42976 bumps docker/build-push-action in container-build workflows. They overlap in files but not in the concrete change or bug fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct workflow dependency upgrades affecting different action families and failure modes.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the broader representative of the cluster, but it is not a duplicate of #42976; #42976 is a narrower Docker action bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Shared workflow files are not enough here: #42975 upgrades core GitHub Actions for Node 24 compatibility, while #42976 only bumps docker/build-push-action. They address different underlying changes and 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": 6, + "component_count": 40, + "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": "483accfe6aaef354cd66805b9ac3a5358c1236daae480245422e30b245a43b69", + "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": "These are mostly independent PRs that all add different models or infrastructure, so there is no true duplicate cluster. The only close pair is Step3p7 vs the WIP step_3_7_flash repo, but one is the actual model integration and the other is supporting mini-model/script work, so I would not merge them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the clearest standalone representative in the set: it has a focused model integration with docs, tests, and an explicit issue link. The other items are distinct model additions or unrelated infrastructure changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto-mapping boilerplate is not enough to treat this as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Similar new-model plumbing, but not the same code-path or bug." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different additions: ViT NEPA vs CTSM. Same broad pattern of model registration, but unrelated implementations." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "Unrelated changes: a model addition vs distributed configuration support." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name, but they are separate model families/releases with different configs, files, and implementation targets." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions, not the same underlying bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "A model addition and distributed config support are different changes; no common concrete code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are different model families and different integration targets." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model integration is unrelated to distributed config plumbing." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM time-series model integration is unrelated to Step3p7 Flash multimodal model integration." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model addition vs distributed config support are different problems." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Step3p7 model integration and the WIP step_3_7_flash mini-model/scripts are related project work, but not the same concrete change and not plausibly one merged 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": 7, + "component_count": 40, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "62554a02b5c80a56410629ecd9e4ea5936fcadca3e9e1f0337ed5e84af529003", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23153, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23153, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated pull requests: Whisper test cleanup, tie_weights backward-compatibility, model test failures, FP8 dequant fixes, doctest cleanup, generation watermarking behavior, CI memory limits, and typo-only edits. They share only shallow similarity, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different codepaths and goals: Whisper tokenizer/test fixes vs unrelated model test assertions in CLIP/ViT." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding changes are unrelated to FP8 dequant/model-loading fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/test work is unrelated to generation watermarking validation fixes." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility shim for tie_weights is unrelated to a broad typo/doc/code cleanup PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Ad hoc failing assertions in model tests are not the same underlying change as Phimoe CI/integration stabilization." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Model test edits do not match the FP8 dequant/model-loading bug being fixed here." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test-only failures vs generation config/watermarking behavior fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test failures in CLIP/ViT are unrelated to typo cleanup across code and docs." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading changes are unrelated to Phimoe integration test infrastructure." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different bug classes: FP8 quantization path vs generation watermarking config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Shared files are incidental; FP8 dequant fixes are not the same as typo-only edits." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest formatting cleanup is distinct from general typo fixes in code and docs." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation bug fix is unrelated to CI environment changes for Phimoe tests." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Watermarking config validation and broad typo cleanup are different 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": 40, + "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": "a5c01e3a3696f63322f0e5c2ef7d1d293c5cc31593fb74204cc65924bf2dbe45", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated synthetic/test changes. They only look similar because they are small \"don't merge\" repo-check edits, but they touch different code paths and would not be mergeable as one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR targets a different subsystem (packaging/test deps, CI comment workflows, and security-gate workflow), so there is no single duplicate change to anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a strong cluster representative because the edits are distinct and not duplicates; at most they share a superficial pattern of repo bot/workflow testing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: one edits setup/dependency/test files, the other changes the PR security-gate workflow. Shared \"don't merge\" style is superficial, not the same bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "These touch different problems and files: packaging/version/dependency tweaks vs. CI comment/workflow logic plus test helpers. They are not one concrete change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-oriented, but they modify different workflows with different behavior changes. They are not plausibly mergeable into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 40, + "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": "cb525d49d325ca7e17ceb66f70420d7fa4e1d466cf283a68d827340e5f593117", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share docs/infrastructure changes, but the underlying APIs, model wiring, and tests target different tasks, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: 43612 and 43613 implement different segmentation pipelines and should be tracked separately.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, 43613 is the broader PR with more model/test integration, but it still should not subsume 43612 because they address different pipelines.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different user-facing pipelines and code paths: concept segmentation vs visual segmentation. Shared docs/boilerplate does not make them 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": 10, + "component_count": 40, + "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": "ca3cc3ab0e6b6f1adffb27adc5748d62dd95f458de42e1e40c9375a43c62175f", + "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 open PRs touch the same trainer file but implement different extensibility hooks: one for gradient-accumulation loss scaling, one for signature-column filtering. 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Shared file/subsystem is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 40, + "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": "ac568c1d22e6c65524a798f9b2121a737d6906bed8cac9885e2ba65254a600a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate CLI typing/fallback fixes in the same file: one for early annotation evaluation / future annotations, and one for missing `TypeAdapter` import when pydantic is absent. 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Same file, but 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": 12, + "component_count": 40, + "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. 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The only clear duplicate-like subclusters are GPT-Neo, GPT-J/CodeGen, and Flaubert/XLM; the GPT-J/CodeGen pair 44066/44085 is mergeable as one bugfix line, not a distinct family split.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical representative for the GPT-J/CodeGen subgroup: it is the broadest concrete revision, explicitly covers both files, shares the same issue target, and subsumes the GPT-J-only 44085 while staying on the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest global representative in the cluster because it is the most complete GPT-J/CodeGen implementation of the shared output-tracing refactor, with the clearest overlap to the other duplicate-like PRs in that subgroup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; shared output-tracing theme and issue target are too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet vs DeBERTa-v2; 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not the same concrete change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; same abstraction pattern only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs ViLT; different families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 vs TextNet; same issue target is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized-output-tracing change; 44722 is the broader consolidated revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44722 adds the broader CodeGen-inclusive version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; same tracking issue does not make them duplicates." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 vs SpeechT5; unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 vs ViTS; different families and code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Same Flaubert output-tracing refactor; 44101 is the broader XLM+Flaubert variant." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the summary is grounded, but one soft-edge verdict is too strict: pull_request:44066 and pull_request:44085 share the GPT-J code path and the same issue target, and 44066 is the broader GPT-J/CodeGen variant, so they look mergeable as a single bugfix PR rather than clearly distinct changes. Because that pair was rejected on an overbroad family distinction, I can\u2019t accept the cluster evaluation as conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 40, + "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": "fa3d65255fd6b1e65f1441ad197e77947904045ce4c55dab42b28087555f22d8", + "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": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of separate model-specific PRs all doing the same broad standardized-output/capture_outputs refactor, but they do not appear to be duplicates of one another because each targets a different model/code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44074 is the clearest representative of the cluster: it is a self-contained standardized-output refactor with both implementation and test changes, and its title matches the shared theme well.", + "best_issue_reason": null, + "best_pr_reason": "PR 44074 is the best single representative PR because it is concrete, includes tests, and most clearly expresses the shared output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same refactor theme, but different models (FocalNet vs ImageGPT) and different code paths; too broad to treat as one duplicate change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized-output refactors, but they target different models (VisualBert vs TextNet) and are not the same underlying bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model implementations; shared decorator/capture_outputs usage is only a framework-wide pattern." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/output-tracing implementations; not mergeable as one concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model code paths; these are similar refactors, not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different architectures and output semantics; too different to be duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 40, + "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": "83d142b8196486c46bd791e6d19f16be8074b77589f4a0e46e4194481218ba08", + "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 is a loose thematic cluster of model-specific \"refactor output tracing\" PRs, but they affect different architectures and forward paths, so they are not duplicates of one underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster: the PRs are separate model-by-model refactors, not one shared fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the cleanest representative example of the pattern, but only as an exemplar; 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same high-level refactor only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 vs UperNet: separate output-handling changes, not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and files; only the refactor pattern is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate encoder-decoder wrapper refactor, not the same underlying change as MobileNetV1." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different code paths and model types; too broad to treat as duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder vs UnivNet are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models with only a shared output-tracing cleanup pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate architectures and implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; same utility usage does not imply the same bug or change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Unrelated model implementations; no shared concrete code-path problem." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different audio/sequence model internals; only the refactor style overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Depth Anything vs UnivNet: separate model-specific output changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba/Falcon-Mamba are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; shared output-capturing refactor only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba vs CodeGen are unrelated changes and not mergeable into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures; same broad refactor theme is insufficient for duplicate triage." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated model code paths and outputs; not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families; no shared concrete bug or feature." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything output tracing vs vision/text wrapper changes are different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model families; shared refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and outputs; same tracing utility usage is too broad." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything vs DPR: separate model-specific forward changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision/encoder-decoder wrapper changes are unrelated to RWKV tracing changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers and output plumbing." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Unrelated models; no single concrete code-path problem." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model types and forward signatures; not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; only a common tracing refactor exists." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder vs DPR are separate code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and output handling; not the same PR-worthy change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are distinct model code paths, so this is not a duplicate pair." + } + ] + }, + "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": 40, + "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": "904b7c9ce108b45d833d50632adc3e3219f4b33a6cb9d50e7a37af609b52fce1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated model-addition PRs that only overlap on Transformers scaffolding files; they do not look like the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "44662 is the more complete, non-draft implementation and has substantially more review activity; 45401 is a draft tied to a specific issue and a different model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different features for different model families: PenguinVL vs Voxtral TTS. Shared auto/docs registry files are expected for new model integrations and do not indicate 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": 16, + "component_count": 40, + "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": "9b3a8fd60fef6149e14191e135b31fe90d766f60888b8d843a26dc6fc6b04fa1", + "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": "These are related feature PRs in the same broad area, but they implement different layers of the fusion stack: one introduces a generic module fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and integrations. They are not the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more canonical representative because it introduces the core `Module Fusion API` abstraction in a standalone module, which is the foundational change rather than a specific integration of that mechanism.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best single PR to represent the cluster since it defines the underlying fusion API; PR #45363 is a narrower feature built on related concepts but aimed at a different concrete path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not merge as duplicates: #44979 adds a generic module-fusion API and tests, while #45363 adds KernelConfig-based n-to-1 kernel fusion plus integration/example code. They overlap conceptually but target different code paths and feature scopes." + } + ] + }, + "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": 40, + "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": "56b6a932ebfc85b3099eca8392f1cd113d04449dffbacc6f23370e034ff4efd7", + "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 PRs patch the same Mistral regex/pre-tokenizer AttributeError in the same file; PR #45317 is the more complete version because it includes tests and the same code fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger canonical PR: it implements the same fix as #45086 and adds test coverage, making it the more complete merge candidate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best representative because it directly addresses the bug, matches the other PR\u2019s code change, and includes validation in tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex; the diff changes the same lines in the same file and could be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 40, + "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-45115-3", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565" + ], + "prepared_review_unit_hash": "e4c9f91380fed3ad51e0b5c3ecc732a28e7a1c43107cb7eb59ca5ec1340b1ab1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9123, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9123, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three PRs split into two distinct Nemotron model lines: two NemotronH refactors/splits and one unrelated Nemotron3.5 ASR addition. The NemotronH PRs are related but not duplicates; the ASR PR is separate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the best representative of the NemotronH cluster because it is the broader umbrella change: it introduces the dense/sparse split, backward-compat dispatch, docs, and tests. It subsumes the smaller refactor direction better than the narrower conversion-mapping/inheritance-only PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest single PR to anchor the cluster since it covers the main user-facing and model-structure changes for NemotronH, while 45115 looks like an earlier implementation step. It is also clearly more complete than the other PRs in scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete change: 45115 focuses on GraniteMoeHybrid inheritance and checkpoint key conversion, while 45569 restructures NemotronH into dense/sparse models with a backward-compat dispatcher, docs, and tests. They could not realistically be merged as one duplicate PR." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different model families and code paths: NemotronH vs Nemotron3.5 ASR. Shared namespace patterns are incidental, not evidence of the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 40, + "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": "63bcd083a77d652b61ceb93559f703274b770457e72e53178c40677271a4bd73", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5652, + "estimated_input_tokens": 1413, + "estimated_eval_tokens": 3082 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5652, + "estimated_input_tokens": 1413, + "estimated_eval_tokens": 3082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-model feature PRs, but they target different layers of the feature: one adds per-layer config plumbing, the other adds broader modeling/cache support. They should not be treated as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more representative end-to-end heterogeneous support change, covering modeling and cache behavior in addition to shared heterogeneity plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best single representative of the cluster because it captures the larger concrete feature change; PR 45333 is narrower config scaffolding rather than the same full change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are related but not the same concrete code-path change: 45333 adds per-layer configuration support, while 45332 extends heterogeneous modeling/cache behavior. They could live in the same feature area, but they are not 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": 20, + "component_count": 40, + "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": "9c1f5cb4d8beba21e3b889e791d1a70ede2f04f872cdaadeecddc7a03c4e4235", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both typing-related, but they are not the same underlying change: #45415 is a broad repo-wide type-checking enablement pass, while #45425 adds/adjusts specific typing helper protocols and aliases for a narrower set of code paths. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: #45415 is a broad typing cleanup across many files, whereas #45425 is a separate focused typing-helper/modeling_utils change.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the more coherent and narrowly scoped typing change, but it is still not a duplicate of #45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and share a few touched files, but #45415 is a broad type-checking pass and #45425 is a separate protocol/alias cleanup; they do not fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 40, + "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": "85f7dee0f313d4ff12ec572d40c8f99ae9f2ebfc948d601dd7db3843c0ca5378", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4947, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4947, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both address cached-forward / seq_len>1 behavior, but they target different model families and code paths. PR #46084 is a focused fix for Mamba2 use_cache with multi-token inputs; PR #45513 is a broader cached-forward fix spanning Qwen3.5/Qwen3.5-MoE/Qwen3-Next/Olmo Hybrid linear attention paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR: it has an explicit linked issue, a narrowly scoped bug description, and a concrete cache/seq_len>1 fix in one code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative artifact because it is the most specific, well-scoped, and clearly tied to a single underlying bug report.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Reject: despite shared cache/seq_len>1 wording, these fix different underlying problems in different architectures. #45513 changes GDN linear attention cached continuation across Qwen/Olmo hybrid models, while #46084 fixes Mamba2 CUDA kernel use_cache behavior for multi-token inputs." + } + ] + }, + "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": 40, + "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": "0bf93f03912001d3140bbdb7625afff634d46df6945c9c7fbd0d6fa789a3eeb5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both about expert parallelism, but they fix different bugs in different code paths: one is a loading/serialization issue, the other is a parameter overwrite issue during distributed model loading. They are related, but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the broader, more representative EP bug fix; PR 45548 is a separate loading-path change focused on preserving distributed_config and exposing has_ep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best representative of this cluster because it addresses a concrete runtime correctness bug in expert-parallel model loading, with changes spanning the relevant loading and MoE paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention EP, but the underlying failures differ: 45548 fixes accelerate/ZeRO-3 loading and config serialization, while 45662 fixes experts being overwritten by rank-0 broadcast in FSDP2. Different code paths and different bugs." + } + ] + }, + "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": 40, + "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": "b5b67a12a76e00d56f224d3ea2a07d0b1acdca3f5b398edf0341ad2113b813d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; PR 45645 is the broader superset that also updates CI log collection, so it can serve as the canonical PR.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete change set: it includes the xdist-safe captured_info file handling in testing_utils plus the workflow update needed to aggregate the split logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it covers the core bug fix and the downstream CI consumer changes, making it the most complete single landing candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug/change: xdist-safe captured_info artifact handling. 45645 is a superset of 45639 and could plausibly subsume it in one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 40, + "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": "723a27aa946dfeff90aa81debd4d808104333be0f49ce7ac8a28b44305279591", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7249, + "estimated_input_tokens": 1813, + "estimated_eval_tokens": 3882 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7249, + "estimated_input_tokens": 1813, + "estimated_eval_tokens": 3882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both broad linter-driven refactors in Transformers model code, but they implement different rules and fix different kinds of code paths: TRF003 changes forward signatures/return_tuple handling, while TRF018 changes weight initialization patterns. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR emerges from the pair: the PRs target different linter rules and different underlying behaviors, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global duplicate representative for the cluster because they address separate changesets rather than the same bug or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: the PRs modify different model behaviors for different rules (TRF003 vs TRF018). Shared filenames reflect common model coverage, 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": 25, + "component_count": 40, + "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-45729-5", + "nodes": [ + "pull_request:45729", + "pull_request:46797", + "pull_request:46798", + "pull_request:46799", + "pull_request:46800" + ], + "soft_pairs": [ + "pull_request:46797|pull_request:46798", + "pull_request:46797|pull_request:46799", + "pull_request:46797|pull_request:46800", + "pull_request:46798|pull_request:46799", + "pull_request:46798|pull_request:46800", + "pull_request:46799|pull_request:46800", + "pull_request:45729|pull_request:46800" + ], + "prepared_review_unit_hash": "080b5239f1d036b7049c276fc65330b7e46f092e247c9623d2ce96b0d6de56a5", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 12871, + "estimated_input_tokens": 3218, + "estimated_eval_tokens": 6692 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 12871, + "estimated_input_tokens": 3218, + "estimated_eval_tokens": 6692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set. Four PRs address unrelated bugs/features, and the two auto_factory PRs both reference issue #45698 but implement different fixes on different code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46800 is the clearest representative of the only closely related subset (auto_factory / issue #45698), with the broader, more direct fix; 45729 is a separate opt-in behavior change, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46800 is the strongest standalone PR in the cluster: it has the most complete auto_factory fix and the clearest issue linkage, while the others are unrelated to each other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46797", + "right": "pull_request:46798", + "accept": false, + "reason": "Different bugs in different subsystems: MPS SDPA workaround vs Gemma3n vocab-size propagation." + }, + { + "left": "pull_request:46797", + "right": "pull_request:46799", + "accept": false, + "reason": "Unrelated fixes: MPS attention patch vs bitsandbytes Params4bit state copying." + }, + { + "left": "pull_request:46797", + "right": "pull_request:46800", + "accept": false, + "reason": "Different underlying problems: MPS attention correctness vs auto class conflict resolution." + }, + { + "left": "pull_request:46798", + "right": "pull_request:46799", + "accept": false, + "reason": "Different models and code paths; no shared concrete bug." + }, + { + "left": "pull_request:46798", + "right": "pull_request:46800", + "accept": false, + "reason": "Gemma3n embedding resize fix is unrelated to auto_factory registered-vs-auto_map resolution." + }, + { + "left": "pull_request:46799", + "right": "pull_request:46800", + "accept": false, + "reason": "bitsandbytes parameter conversion bug is unrelated to auto_factory import/class selection logic." + }, + { + "left": "pull_request:45729", + "right": "pull_request:46800", + "accept": false, + "reason": "Both mention issue #45698 and touch auto_factory, but they fix different behaviors: prefer_auto_map opt-in vs transformers_modules class detection in from_config/from_pretrained." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 40, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 40, + "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": "fd20231985e97733e106e97897895fba6ed6acf2316b28a7884712a102619a9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one is a grafana/telemetry and model-code tweak PR, while the other is a test migration focused on AltCLIP/ViT kernels and DDP config. They do not appear to fix the same underlying issue or belong in one merged PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different changesets and goals: 45932 touches telemetry/workflow secrets and several model implementations, while 46100 adds/migrates tests and a DDP config. No shared concrete bug or code path, so they should not be deduplicated." + } + ] + }, + "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": 40, + "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": "1a89b509f39ee94b0d39471e63f79d12983de862a3fe47047e7d824ada09b81b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap in distributed files, but they are not the same change: one is a focused EP + trainer integration feature, the other is a broad distributed-branch base sync with CI and many unrelated edits.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more specific, concrete change request; PR 46269 is a broad branch-base rollup and not a good representative duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best standalone PR in the cluster because it has a clear, narrowly scoped feature objective and is easier to reason about than the large branch-base PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: 46126 is EP/trainer integration, while 46269 is a large distributed branch base with CI and many unrelated changes. They do not look like one underlying fix or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 40, + "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": "5738b50f5e4b90c3a2390aa8b0d6ecbafa39554317fcfdc4101e99d6b78b5723", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25924, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated CI/workflow maintenance PRs; they share a broad GitHub Actions theme but not the same concrete bug or change. Even the pr-ci-security-gate edits touch different behavior (checkout/diff checks, permissions, reusable workflow metadata, secrets handling), so they should not be deduped.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster spans separate workflow tweaks in different files and different code paths, so there isn\u2019t one underlying change to collapse onto.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global representative for deduping here; the apparent similarity is at the workflow/subsystem level only, not the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes: stdin piping for self-comment-ci vs security checks in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different behavior; not the same underlying bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated edits; only share a broad CI/security theme." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different fixes; no shared code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "One updates self-comment-ci command input handling, the other changes commit-message matching in a docker-image workflow." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior: SSH runner hardening vs benchmark dispatch trigger." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated CI changes; not the same fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different operational concerns; no single bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner hardening is unrelated to pr-ci-security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different code paths; only broad CI relevance." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but one is anti-slop permissions and the other is benchmark dispatch logic; not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files with different fixes; no shared underlying issue." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions update vs docker-image commit-message parsing; unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concerns; not mergeable as one bug fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark trigger logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different behavior; no same concrete problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers workflow change is unrelated to pr-ci-security-gate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different code paths; benchmark dispatch vs docker-image tag selection." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark trigger logic is unrelated to pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated fixes; broad CI similarity only." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Commit-message parsing in docker-image workflow is not the same change as pr-ci-security-gate permissions/check logic." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different changes: one adds checkout/diff-based checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different changes: security-check logic vs reusable-workflow review note." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different changes: workflow logic vs secrets passing change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but the diffs address different concerns and could not be merged as one duplicate fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating vs secrets handling are distinct changes, not the same PR." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Different edits to the same workflow file, but not the same underlying bug or change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Docker image workflow commit-message handling is unrelated to pr-ci-security-gate reusable workflow notes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different fixes; only broad CI similarity." + } + ] + }, + "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": 40, + "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": "c387459cd5e7f1ffeb977f7a5bc95a1d7060dfa55e9c4a83674190cab0dd9654", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by theme (replacing file-based source access with safer introspection/resource APIs), but they fix different code paths in different modules and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single PR must stand in for the cluster, 46207 is the cleaner representative because it fixes a concrete source-reading heuristic in `modeling_utils.py` and includes tests; 46152 is a separate `import_utils.py` refactor in a different path.", + "best_issue_reason": null, + "best_pr_reason": "46207 is the best representative of the cluster because it targets a specific behavior change in `_can_set_attn_implementation` rather than a more general utility/helper refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid `open()` for source-related logic, but they touch different files, different functions, and different problems: `import_utils.py` adds a traversable resolver, while `modeling_utils.py` changes the attention-implementation eligibility heuristic. 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": 31, + "component_count": 40, + "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": "e55e035f695d0e2305697a4268d913f8c017a0868e4bf23630ca374ad9606bf7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5699, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5699, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both model-specific SDPA dispatch PRs, but they target different architectures and code paths (T5 vs wav2vec2/audio models), so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR #46154 is T5-only SDPA dispatch support, while PR #46196 is a separate wav2vec2/audio-family SDPA dispatch change touching different models and implementations.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the broader representative within the cluster, but it still is not a substitute for #46154 because they fix different model families and different attention dispatch paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Reject: both are about SDPA dispatch, but they apply to different model families and different concrete code paths (T5 vs wav2vec2/audio models). They would not plausibly be merged into one PR as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 40, + "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": 33, + "component_count": 40, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 40, + "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": "d799f38778add9817db64e7e59d15e0b6ca4fd0c155af4efe3da09012605169c", + "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 sliding-window right-boundary off-by-one in Moonshine streaming; PR 46546 is a superset that also applies the same correction to Gemma4 and adds tests.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "46546 is the more complete representative: it fixes the Moonshine streaming boundary bug and also applies the same correction to Gemma4 with test coverage.", + "best_issue_reason": null, + "best_pr_reason": "46546 is the strongest standalone PR because it contains the Moonshine fix plus the related Gemma4 fix and tests, making it the most complete candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete off-by-one boundary bug in the Moonshine streaming sliding-window mask; 46546 is an expanded version of the same fix and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 40, + "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": "237e4196730ecebcdf407ba536a9e9f5453fa56c2bb30a7d0af21899fba70697", + "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, while the other introduces the HunYuan VL model package, docs, processors, and tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the more complete and self-contained change set: it introduces a new model implementation with docs and tests, while PR 46376 is a draft infrastructure change for continuous batching and does not overlap in code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the best representative artifact for the cluster because it is a substantial, non-draft feature addition with clear scope and broader implementation context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Do not merge: these touch different features and code paths. One is continuous batching multimodal support; the other is a new HunYuan VL model integration. Shared \u201cmultimodal\u201d language is too broad to indicate 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": 36, + "component_count": 40, + "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": "6e1b6baf7b0b49f32e9ac85ca29c847cdcdad03a7eeca2f87a00acf4040bdd6b", + "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 unrelated tokenizer fixes: one corrects CodeLlama decode stripping behavior, the other fixes auto-tokenizer selection for certain DeepSeek checkpoints. They should not be merged or treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the more self-contained, narrowly scoped fix, but it is not a duplicate of PR #46580; the other PR targets a different auto-tokenizer selection bug in a different code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer-class routing. The diffs do not overlap and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 40, + "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": "037d9b22452056cbbf8bd69084beaa3d3a7f4ff74f10f670dd5cb05f235df4d5", + "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 distinct Mistral PRs: one refactors/moves the existing MistralConverter into the new integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap in files and subsystem, but they are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the more substantive, user-facing tokenizer feature addition and best represents the cluster\u2019s Mistral tokenizer work.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the strongest representative because it introduces the new tekken-related behavior and utilities rather than only relocating existing code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different code-path changes: #46603 moves MistralConverter into a new package, while #46604 adds tekken tokenizer detection/conversion/save support. Shared Mistral files alone do not indicate a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 40, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46748", + "pull_request:46773", + "pull_request:46781" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46748", + "pull_request:46748|pull_request:46781", + "pull_request:46748|pull_request:46773" + ], + "prepared_review_unit_hash": "357600b3251fef1012e8fe0276b9aa2c72495a00682761c9c86f7482e78f267b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10651, + "estimated_input_tokens": 2663, + "estimated_eval_tokens": 5582 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10651, + "estimated_input_tokens": 2663, + "estimated_eval_tokens": 5582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are related to hybrid/linear-attention model cache handling, but they fix different bugs in different code paths. None should be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46748 is the best representative of the cluster because it fixes a core cache-utils bug in shared infrastructure, with a focused change and tests, and its description is broad enough to cover the common hybrid-model cache failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR #46748 is the strongest standalone candidate: it addresses a concrete runtime mismatch in offloaded cache prefetching, touches shared cache logic rather than a single model, and has clear test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different failures: #46741 fixes Mamba2 mixer behavior during chunked prefill/speculative decoding in model forward, while #46781 fixes QuantizedCache layer construction for hybrid models. Same broad area, but not the same bug or patch." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "#46741 is about chunked-prefill/speculative decoding in Mamba2/Zamba2/Nemotron-H mixers; #46773 is about padding masks being skipped for batch size 1 in linear-attention models. Distinct code paths and symptoms." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46748", + "accept": false, + "reason": "#46741 changes model forward logic for Mamba2-style mixers; #46748 changes cache prefetch/offload behavior in cache_utils. Related subsystem, but different concrete bugs." + }, + { + "left": "pull_request:46748", + "right": "pull_request:46781", + "accept": false, + "reason": "Both touch cache_utils, but #46748 fixes device mismatch in cache prefetching/offload, while #46781 fixes QuantizedCache initialization for hybrid layer types. Different underlying issues and not plausibly one merged PR." + }, + { + "left": "pull_request:46748", + "right": "pull_request:46773", + "accept": false, + "reason": "#46748 is an offloaded-cache device/prefetch fix; #46773 is a padding-mask bug in linear-attention model forwards. They do not fix the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 39, + "component_count": 40, + "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-46753-6", + "nodes": [ + "pull_request:46753", + "pull_request:46778", + "pull_request:46789", + "pull_request:46791", + "pull_request:46793", + "pull_request:46794" + ], + "soft_pairs": [ + "pull_request:46753|pull_request:46791", + "pull_request:46778|pull_request:46794", + "pull_request:46778|pull_request:46789", + "pull_request:46778|pull_request:46791", + "pull_request:46789|pull_request:46791", + "pull_request:46789|pull_request:46794", + "pull_request:46791|pull_request:46794", + "pull_request:46793|pull_request:46794", + "pull_request:46753|pull_request:46778", + "pull_request:46791|pull_request:46793", + "pull_request:46753|pull_request:46793" + ], + "prepared_review_unit_hash": "702436bfcb51df0c912d8be60c89e1738b967b59bbb2040ac5c28f7049be2c5d", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 15632, + "estimated_input_tokens": 3908, + "estimated_eval_tokens": 8072 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 15632, + "estimated_input_tokens": 3908, + "estimated_eval_tokens": 8072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all variants of the same empty-conversation bug in `apply_chat_template`: some add an explicit `ValueError`, others just guard against `IndexError`, and one broadens the fix to other chat-template entry points. I\u2019d treat the whole set as one duplicate cluster, with the broadest PR as canonical.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46793 is the most complete representative: it fixes the empty-conversation failure in multiple chat-template implementations and includes tests, so it best captures the cluster\u2019s underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46793 is the best standalone fix to keep because it covers the widest relevant code paths for the same bug and is the most likely to subsume the narrower variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46753", + "right": "pull_request:46791", + "accept": true, + "reason": "Same underlying empty-conversation bug in the same `apply_chat_template` code path; the error-raising and index-guard variants are alternative fixes for the same issue." + }, + { + "left": "pull_request:46778", + "right": "pull_request:46794", + "accept": true, + "reason": "Both are narrow fixes for the same `apply_chat_template` empty-list failure in `tokenization_utils_base.py`." + }, + { + "left": "pull_request:46778", + "right": "pull_request:46789", + "accept": true, + "reason": "Same bug, same function, same file; both prevent empty-conversation handling from crashing, just with slightly different wording/guarding." + }, + { + "left": "pull_request:46778", + "right": "pull_request:46791", + "accept": true, + "reason": "Both target the same concrete failure on empty conversations in `apply_chat_template`; these are duplicate fix variants." + }, + { + "left": "pull_request:46789", + "right": "pull_request:46791", + "accept": true, + "reason": "Same code-path bug and same file; both are just different implementations of the empty-list guard." + }, + { + "left": "pull_request:46789", + "right": "pull_request:46794", + "accept": true, + "reason": "Both patch the same `tokenization_utils_base.apply_chat_template` empty-conversation crash." + }, + { + "left": "pull_request:46791", + "right": "pull_request:46794", + "accept": true, + "reason": "These are materially the same fix for the same empty-conversation `IndexError` in `apply_chat_template`." + }, + { + "left": "pull_request:46793", + "right": "pull_request:46794", + "accept": true, + "reason": "Same underlying empty-conversation bug; 46793 additionally covers related chat-template entry points, but it still overlaps on the same concrete failure." + }, + { + "left": "pull_request:46753", + "right": "pull_request:46778", + "accept": true, + "reason": "Both address the same empty-conversation defect in `apply_chat_template`; one raises a clearer error, the other uses a guard." + }, + { + "left": "pull_request:46791", + "right": "pull_request:46793", + "accept": true, + "reason": "Same bug class and overlapping `apply_chat_template` code path; 46793 is broader, but they are still duplicate fixes for the empty-list crash." + }, + { + "left": "pull_request:46753", + "right": "pull_request:46793", + "accept": true, + "reason": "Both fix the same empty-conversation failure in chat templating; 46793 just extends the fix to more implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: all PRs target the same empty-conversation failure around `apply_chat_template`, and PR 46793 is the broadest representative because it spans multiple chat-template implementations and adds tests. The pairwise acceptances are conservative enough overall; the only minor issue is a slightly imprecise description of which variant raises vs. guards in one reason, but not enough to invalidate the cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 40, + "component_count": 40, + "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-46757-2", + "nodes": [ + "pull_request:46757", + "pull_request:46788" + ], + "soft_pairs": [ + "pull_request:46757|pull_request:46788" + ], + "prepared_review_unit_hash": "29a0c1902335c99bff4800f4d65f18191a3566ad6dbeb25f5323653e88821480", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3871, + "estimated_input_tokens": 968, + "estimated_eval_tokens": 2192 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3871, + "estimated_input_tokens": 968, + "estimated_eval_tokens": 2192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same flex-attention offset type bug from issue #46682: 0-dim tensor offsets being used where Python ints are expected, leading to mask-shape/runtime errors. PR 46757 is the more complete fix; PR 46788 is a narrower variant on the same code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46757 is the strongest canonical PR because it fixes the offset-to-int problem in the core flex-attention path and the related masking preprocessing, making it the more complete implementation of the reported bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46757 best matches the underlying bug and is more comprehensive than 46788, which only adds int casts in flex_attention_mask.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46757", + "right": "pull_request:46788", + "accept": true, + "reason": "Both PRs fix the same concrete issue: tensor-valued q_offset/kv_offset causing flex-attention mask shape errors. The changes are compatible variants of the same bug fix and could plausibly be unified." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue #46682 and both address the same offset-type problem by casting q/kv offsets to Python ints. The characterization of PR 46757 as broader than 46788 is supported by the diffs. The pair also looks mergeable into a single bugfix PR because they change the same flex-attention offset handling path rather than unrelated fixes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/manifest.json b/snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..694abb9cba14ccf731abbfa19a46ac2e4d9d1718 --- /dev/null +++ b/snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260622t060015z", + "artifacts": { + "hybrid": "snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-22T06:06:56Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260622T060015Z", + "variant": "hybrid" +} diff --git a/snapshots/20260622T060015Z/manifest.json b/snapshots/20260622T060015Z/manifest.json index 2ee36591e51d1b21670302c078fdcc5e2d3bb05a..76ad5e572f586aa442338cb1e8e21ed35184ca3c 100644 --- a/snapshots/20260622T060015Z/manifest.json +++ b/snapshots/20260622T060015Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 215 }, "extracted_at": "2026-06-22T06:00:15Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260622t060015z", + "runs": { + "hybrid-model-20260622t060015z": { + "analysis_id": "hybrid-model-20260622t060015z", + "artifacts": { + "hybrid": "snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260622T060015Z/analysis-runs/hybrid-model-20260622t060015z/manifest.json", + "model": null, + "published_at": "2026-06-22T06:06:56Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260622T060015Z", "watermark": {