diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 154aed37e71b0a5b81efa4a94bcab8b97c60ce3e..15b433d25b8852a408b6db52c08995de834aa496 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": "20260622T060015Z", - "generated_at": "2026-06-22T06:06:55Z", + "snapshot_id": "20260622T120018Z", + "generated_at": "2026-06-22T12:07:30Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1053,7 +1053,7 @@ "cluster_id": "cluster-46752-7", "summary": "Cluster of 1 issues and 6 PRs centered on issue #46752.", "status": "open", - "confidence": 0.8, + "confidence": 0.75, "canonical_issue_number": 46752, "canonical_pr_number": 46793, "issue_numbers": [ @@ -1069,8 +1069,7 @@ ], "evidence_types": [ "closing_reference", - "shared_issue_target", - "soft_similarity" + "shared_issue_target" ], "pr_comparisons": [ { @@ -1819,127 +1818,6 @@ } ] }, - { - "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.", @@ -2442,26 +2320,27 @@ { "left_pr_number": 45639, "right_pr_number": 45645, - "code_similarity": 0.494, - "size_similarity": 0.619, - "file_overlap": 0.5, - "area_overlap": 0.434, - "patch_similarity": 0.451, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, "shared_filenames": [ "src/transformers/testing_utils.py", - "tests/utils/test_testing_utils.py" + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" ], "shared_file_areas": [ { "filename": "src/transformers/testing_utils.py", "left_ranges": [ [ - 3595, - 3602 + 3611, + 3618 ], [ - 3819, - 3853 + 3835, + 3869 ] ], "right_ranges": [ @@ -2480,7 +2359,7 @@ "left_ranges": [ [ 1, - 86 + 144 ] ], "right_ranges": [ @@ -2489,6 +2368,21 @@ 114 ] ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] } ] } @@ -2728,6 +2622,77 @@ } ] }, + { + "cluster_id": "cluster-46562-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46562, + "issue_numbers": [], + "pr_numbers": [ + 46562, + 46658 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46562, + "right_pr_number": 46658, + "code_similarity": 0.153, + "size_similarity": 0.387, + "file_overlap": 0.024, + "area_overlap": 0.0, + "patch_similarity": 0.458, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 441, + 447 + ], + [ + 591, + 598 + ], + [ + 823, + 829 + ], + [ + 883, + 889 + ], + [ + 1082, + 1088 + ], + [ + 1205, + 1211 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 795, + 801 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3095,15 +3060,6 @@ "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, @@ -3131,6 +3087,15 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46682-3", "canonical_pr_number": 46788, @@ -3151,7 +3116,7 @@ 46794 ], "target_issue_number": 46752, - "reason": "PRs in cluster-46752-7 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46752-7 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 5a55196dcb6b1a676aa9fa800a897371abc92eb6..37d3c1c6a1c9edcf88112d718cb83eece1bbf9cf 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": "20260622T060015Z", - "generated_at": "2026-06-22T06:06:55Z", + "snapshot_id": "20260622T120018Z", + "generated_at": "2026-06-22T12:07:30Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -137,7 +137,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -641,7 +641,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -1007,12 +1007,12 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "f7ca557269847b15fa8de8cfd425cd2bc7bd4c9138fac5d72c61c93060c84441", + "prepared_review_unit_hash": "18d2002748f167052566fde629840704314cb30c1e737a899ed21c300696c9c0", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -1029,210 +1029,210 @@ "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.", + "summary": "This cluster is mostly a mix of unrelated issue reports. Only a few soft edges look like true duplicates: the SigLIP2 regression pair, the Qwen3.5 video-input regression pair, and the trust_remote_code/custom-module loading pair. The rest are broad subsystem similarities but not the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items split into several unrelated bug families. If forced to pick one anchor for the clearest duplicate family, issue:45698 is the broadest representative of the remote-code/custom-module loading problem.", "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_issue_reason": "issue:45698 is the best issue anchor among the true duplicate candidates because it describes the failure more generally; issue:45632 reads like a narrower symptom of the same cache/path collision.", "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." + "reason": "Both are v5-related model issues, but one is int4 memory/OOM behavior and the other is tied-weight handling; 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." + "reason": "Both mention shape/packing failures, but one is a generic mask shape IndexError and the other is a TRL/Qwen3.5 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." + "reason": "Different concrete failures: torch dynamo grouped_mm tracing vs tensor-parallel-only GPT-OSS MoE behavior." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "One is an autocast dtype mismatch, the other is a chat/completions streaming failure." + "reason": "Different code paths and symptoms: autocast dtype mismatch vs streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming inference." + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Init_empty_weights constructor breakage is unrelated to the pydantic PretrainedConfig field regression." + "reason": "Both are compatibility regressions, but one is init_empty_weights argument handling and the other is a pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is a different bug from config-field serialization." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic model regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure is unrelated to the float8 storage lookup error." + "reason": "Grouped_mm tracing errors and missing Float8 storage objects are different failures." }, { "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." + "reason": "Image preprocessor dtype mismatch for Mistral-3 is not the same bug as Qwen3.5 video token/feature mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are different issues." + "reason": "Both concern recent-version breakage, but one is remote_code model loading and the other is a torch/transformers compatibility issue." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Different indexing failures in different contexts; no shared underlying bug is evident." + "reason": "Both are IndexErrors, but the failing shapes and contexts are different (mask indexing vs deepspeed zero3/BertModel init)." }, { "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." + "reason": "Both describe the same Qwen video-input regression family, with a feature/token mismatch on Qwen3.5 variants." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both concern embedding quality, but they target different SigLIP generations and different failure modes." + "accept": true, + "reason": "Both point to the same SigLIP2 implementation regression causing poor or nonsensical outputs." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping and meta-to-empty rotary embedding initialization are separate code paths." + "reason": "Qwen multimodal config unwrapping and rotary-embedding materialization are different bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 and remote-code config_class errors are unrelated." + "reason": "Flash Attention 2 issues and remote-code model_class/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." + "reason": "Different modalities and failure modes: image dtype mismatch vs Qwen3.5/TRl embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen embedding unpacking are unrelated." + "reason": "FSDP 2-D weight assertion is unrelated to the TRL embedding unpacking failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity anomaly on gpt-oss and a GLM5 issue do not share the same bug." + "reason": "High perplexity on GPT-OSS and a GLM5 issue are different model-specific reports." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model init problems are unrelated to FlashAttention fallback gating." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are different bugs." }, { "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." + "accept": true, + "reason": "Both describe the same trust_remote_code/custom-module loading mix-up; 45698 is the broader symptom and 45632 the narrower cache-path collision." }, { "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." + "reason": "Both involve tied weights, but the model families and concrete failures differ." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Fine-grained FP8 config failure is unrelated to flash-attn fallback behavior." + "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is a different subsystem from tied-weights handling." + "reason": "PagedAttentionCache group-type crash is not the same bug as tied-weight handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading/memory behavior is not the same as tied-weight translation-model issues." + "reason": "Quantization/offloading memory behavior is unrelated to tied weights." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion is unrelated to a removed docs command." + "reason": "DSA indexer ReLU discussion and docs wording are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not a tied-weights regression." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to stale docs mentioning a removed command." + "reason": "A cache-strategy typo and a docs-command-removal note are not duplicates." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "These are both validation/error-message issues, but for different model families and different checks." + "reason": "Both concern validation messaging, but one is input_ids/inputs_embeds XOR logic and the other is decoder-input validation for T5; different code paths." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions on different model families; not one underlying defect." + "reason": "Both are tokenizer regressions, but for different model families and different symptoms." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and init_empty_weights constructor errors are unrelated." + "reason": "DeepSeek-Coder detokenization and NVFP4 runtime errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Unexpected init argument handling is unrelated to GraniteMoEHybrid method dispatch." + "reason": "Qwen NVFP4 runtime failure and GraniteMoEHybrid invalid method calls are different issues." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative about the many weak similarities. The accepted soft edges are plausible duplicate families, and the rejected pairs are mostly justified by distinct titles/symptoms rather than overclaiming identity. No pull-request mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -1343,7 +1343,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -1680,7 +1680,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -1986,7 +1986,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -2222,8 +2222,8 @@ "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": [ @@ -2312,7 +2312,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -2536,8 +2536,8 @@ "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": [ @@ -2626,12 +2626,12 @@ "issue:44479|issue:44805", "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "771de768f53a50cd9a82dc2f5aee6c97d4252bcabf34acfbcdebc89088689639", + "prepared_review_unit_hash": "611fe7f745854538a3063f177a8c665fad0d4a999c1081eb2d6b14be45a6e45a", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -2648,222 +2648,222 @@ "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.", + "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.", "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_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_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." + "reason": "Both are quantization/loading failures, but they affect different models and likely different code paths (`NVFP4` vs `MXFP4` fallback)." }, { "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." + "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." }, { "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." + "reason": "AudioFlamingo track-leak bug and Gemma4 device mismatch are unrelated failures in different models/subsystems." }, { "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." + "reason": "Both mention gradient checkpointing, but one is a LoRA inefficacy report and the other is an eval-mode restriction; different problems." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared_kv_states are unrelated code paths." + "reason": "Different models and different failures: sparse-layer construction vs FSDP2 `shared_kv_states` rebuilding." }, { "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." + "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is an example script regression; not the same underlying 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." + "reason": "Same core bug: `resize_token_embeddings` does not update output embeddings; 45276 just adds the Gemma4-specific `embed_tokens_per_layer` symptom." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram support in moe code is unrelated to the Nemotron example failure." + "reason": "Unrelated: MPS histogram support error vs broken Nemotron example." }, { "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." + "reason": "Video-input regression in Qwen VL models vs strict-config loading issue for Granite speech are different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap OOM on Strix Halo are separate defects." + "reason": "`extra_state` save/load failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to Qwen3.5 RLHF NaN explosions." + "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from SDPA fallback are different failure modes." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 attention-state rebuilding are different attention bugs." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." }, { "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." + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong module restoration after `save_pretrained`." }, { "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." + "reason": "Different regression classes: GLM-4.7-Flash unit-test loading vs Qwen3.5 checkpoint serialization." }, { "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." + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are separate issues." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "One is an autocast dtype mismatch, the other is a meta-device loading failure." + "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are unrelated." }, { "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." + "reason": "Same underlying `resize_token_embeddings` propagation bug: both report output/decoder embeddings not being updated; 45335 is a T5Gemma-specific variant." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps calculation are unrelated." + "reason": "Custom-model initialization breakage and `resume_from_checkpoint` step \u0917\u0923\u0928\u093e 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." + "reason": "Tokenizer vocab-size mismatch for one model and loading failure for another are not the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are different problems." + "reason": "Notebook custom-model init regression and `extra_state` save/load failure are different custom-model issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM 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." + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different problems." }, { "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." + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are both tokenizer regressions but not the same underlying bug." }, { "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." + "reason": "Slow token conversion and CodeLlama leading-space round-trip regression 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." + "reason": "Whisper `return_language` pipeline breakage and tokenization changes are different issues." }, { "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." + "reason": "Both concern custom-model loading after v5, but `base_model_prefix` handling and Jupyter notebook initialization are distinct failure modes." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside classes are unrelated." + "reason": "Whisper pipeline language return bug and `from_pretrained` inside Python 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." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are different code paths." }, { "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." + "reason": "PagedAttentionCache `linear_attention` crash and non-template-node compile error are unrelated." }, { "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." + "reason": "Torch version compatibility and Gemma4 forward device mismatch are not the same 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." + "reason": "Torch compatibility issue and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage object lookup and compile-time template-node errors are unrelated." + "reason": "Float8 storage lookup failure and compiler template-node error are different failures." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError are different model/runtime bugs." + "reason": "Qwen VL video-input regression and mask/tensor shape mismatch are not the same underlying issue." }, { "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." + "reason": "An isolated reproduction of an old issue and a Qwen3.5 PagedAttentionCache crash are too different to treat as duplicates." } ] }, "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." + "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." }, "evaluator_used": true, "retried": false, @@ -2967,7 +2967,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -3176,8 +3176,8 @@ "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": [ @@ -3266,12 +3266,12 @@ "issue:36032|issue:43742", "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "adbc0807d92fd87a8d79cf81665143714d7f6dc6ebd4d792a51931ebba32bc38", + "prepared_review_unit_hash": "8fbb95d0983763c9233bb9e81c1be58ee1b4ed82a1a52ce2ebf19080cda8e1fb", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -3279,225 +3279,225 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38007, - "estimated_input_tokens": 9502, - "estimated_eval_tokens": 19260 + "serialized_chars": 38009, + "estimated_input_tokens": 9503, + "estimated_eval_tokens": 19262 }, "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.", + "summary": "This cluster is mostly a grab bag of distinct issues that only look similar because many are Transformers v5 regressions or loading/model-init bugs. I would not merge any of the soft pairs as duplicates; they are different concrete failures in different code paths or different models.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43632 is the best representative of the cluster because it is a broad, central Transformers v5 internal-state regression with clear discussion, and several other nearby issues are also v5 init/loading breakages.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 best captures the cluster's dominant v5 model-initialization breakage without being overly niche.", + "best_issue_reason": "issue:43632 is the strongest anchor issue for the cluster's main theme, even though the other items are not true duplicates; it best captures the shared v5 regression pattern.", "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." + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs Transformers v5 _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." + "reason": "Different model/runtime bugs: Qwen3Moe FineGrainedFP8Config vs PagedAttentionCache linear_attention crash 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." + "reason": "Different model-loading failures for different models; same broad area but not the same bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity/quality issue vs tokenizer post-processor runtime update bug." + "reason": "Perplexity/benchmark issue is unrelated to TokenizersBackend post-processor update behavior." }, { "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." + "reason": "Both are v5 regressions, but one is non-persistent buffer junk and the other is custom model initialization; not the same concrete code path." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token counter bug vs multi-image IterableDataset finetuning failure." + "reason": "TrainerState token counter bug is unrelated to Qwen2.5-VL iterable-dataset multi-image failures." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend installation metadata issue vs unsupported tensorflow_text backend lookup." + "reason": "Different backend packaging/mapping problems: torch extra install vs missing tensorflow_text backend entry." }, { "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." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { "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." + "reason": "Related audio preprocessing area, but the unsupported center arg crash and _torch_extract_fbank_features issue are not the same underlying bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different loading failures for different models; no shared concrete failure mode is shown." + "reason": "Molmo tied-weights attribute error and a model-loading failure for cjvt/sleng-bert are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict vs custom model initialization breakage in notebooks." + "reason": "Tokenizer method-name conflict is unrelated to Jupyter/custom-model initialization regressions." }, { "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." + "reason": "Different multimodal/tokenizer bugs: Qwen2.5-VL iterable dataset handling vs mistral_common continue_final_message." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Generic compile/template TypeError vs GraniteMoEHybrid invalid-method call; only broad API churn overlaps." + "reason": "Non-template-node compile error and GraniteMoEHybrid invalid method are different failures." }, { "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." + "reason": "Both are GGUF-related, but one is a gguf_file API break and the other is a Qwen2.5-GGUF loading regression; not the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading paths: dequantized device_map offload vs Qwen2.5-GGUF v5 loading failure." + "reason": "Dequantized model offload/device_map failure is different from Qwen2.5-GGUF 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." + "reason": "Different models and different loading failures; only the Transformers v5 timing overlaps." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor chat-template sampling-rate bug vs MIMI batched-vs-single padding-mask discrepancy." + "reason": "Audio processor sampling-rate defaulting and MIMI padding-mask batch inconsistency are separate bugs." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local checkpoint loading issue vs tokenizer continue_final_message bug; different code paths." + "reason": "GraniteSpeech PEFT checkpoint loading and mistral_common continue_final_message are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model-specific loading failures; no evidence they share one root cause." + "reason": "Molmo tied-weights attribute error is unrelated to EMBEDDIA/est-roberta tokenizer loading." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs template compilation error are unrelated." + "reason": "Qwen3Moe FP8 config failure is unrelated to template compilation TypeError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise/logging complaint vs Mistral regex patch crash; not the same bug." + "reason": "Logging/noise issue and Mistral regex patch crash are different code paths." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation mismatch vs StaticCache sequence-length contract bug." + "reason": "Chunked generation mismatch with compiled forward and StaticCache.get_seq_length shape bug are different cache/generation issues." }, { "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." + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer junk are distinct problems." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization issue vs non-persistent buffer corruption are distinct failures." + "reason": "Jupyter/custom-model init breakage is not the same as non-persistent buffer serialization corruption." }, { "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." + "reason": "Different Qwen model families and different bugs: hidden-states output vs still-image rope index scaling." }, { "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." + "reason": "Tied lm_head weight bug in Mistral3 is not the same as 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." + "reason": "Different model families and mechanisms: missing padding-mask support vs missing STE in DAC.from_latents." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure vs init_empty_weights unexpected `_is_hf_initialized` argument; different init paths." + "reason": "FP8 config failure and unexpected _is_hf_initialized argument during init_empty_weights are unrelated." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision-model processor bugs: nonsensical outputs vs wrong image size from processor." + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo 640px/224px preprocessing mismatch are different vision bugs." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer/model loading failure vs Mistral tokenizer regex patch crash; not the same underlying bug." + "reason": "Different models and different loading failures: physical-intelligence/fast vs Mistral tokenizer regex patch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for a specific checkpoint vs a tokenizer regex patch attribute error." + "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer patch crash." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection issue vs TrainerState input-tokens counter not updating." + "reason": "Early stopping/eval metric handling is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer class method conflict vs key error loading MobileLLM-125M." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM-125M key error are separate tokenizer/model-loading issues." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; different low-level problems." + "reason": "Both mention float8/quantization-adjacent failures, but one is Qwen3Moe config init and the other is a missing storage object; not the same bug." } ] }, @@ -3516,8 +3516,8 @@ "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": [ @@ -3600,12 +3600,12 @@ "issue:43632|issue:44534", "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "0a45eade6adf9863e860a3c6c343b88efd04f758ae3958f48d5975b520a57fd2", + "prepared_review_unit_hash": "ddb681dc59e40f5cb4c8f6968361819255096a0ab6c6d2ed8b90af2962fac76c", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -3613,201 +3613,201 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35691, - "estimated_input_tokens": 8923, - "estimated_eval_tokens": 18102 + "serialized_chars": 35693, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 }, "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.", + "summary": "Mostly heterogeneous issue cluster, but a recurring theme is Transformers v5 regressions around model loading/saving. Only the two Qwen3.5 save_pretrained reports look like the same underlying bug; the rest are distinct model- or subsystem-specific failures.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43611 is the broadest and most central of the set: it describes a Transformers v5 loading regression, which matches the main shared theme across many of the other issues.", "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_issue_reason": "issue:43611 best represents the cluster because it is a general Transformers v5 regression report rather than a narrow model-specific symptom.", "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." + "reason": "Both involve performance/runtime behavior, but one is generation sync overhead and the other is a StaticCache return-type contract bug; different code paths." }, { "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." + "reason": "Both are tokenizer/loading regressions, but one is an AddedToken special-argument conflict and the other is a model-specific loading failure in v5; not the same 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." + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo's 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." + "reason": "Both touch Qwen VL vision inputs, but one is a video-input regression and the other is a still-image RoPE/position_ids 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." + "reason": "Different models and different failure modes: Llava Next loading segfault vs 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." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to strict config loading for granite_speech." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Completely unrelated: a T5 tokenizer method conflict versus a Qwen3 auto device-mapping CUDA assert." + "reason": "Tokenizer construction error vs CUDA assert during auto device mapping; no shared underlying bug." }, { "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." + "reason": "Both report the same Qwen3.5 save_pretrained regression where checkpoints are saved incorrectly in Transformers v5, with the later issue narrowing it to visual encoder keys." }, { "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." + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids are different regressions." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Different problems: Torch 2.10 compatibility versus noisy loading logs." + "reason": "Torch version incompatibility is unrelated to noisy model loading logs." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and different failure modes; no shared concrete code-path bug." + "reason": "PaddleOCR-VL loading failure is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Unrelated: fbank feature extraction issue versus compiled flex_attention failing on newer torch." + "reason": "Audio feature extraction and compiled flex_attention failures are separate subsystems." }, { "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." + "reason": "General base_model_prefix loading breakage is distinct from non-persistent buffer initialization junk." }, { "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." + "reason": "Both are Qwen2.5-VL issues, but one is finetuning with multi-image iterable datasets and the other is a RoPE 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." + "reason": "_is_hf_initialized breakage and Strix Halo mmap OOM are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + "reason": "Granite tokenizer ID regression is unrelated to CodeLlama leading-space round-trip loss." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is unrelated to the tokenizer loading failure in EMBEDDIA/est-roberta." + "reason": "Unnecessary loading noise is not the same as a tokenizer load failure for a specific model." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different failures: Whisper runtime issue versus a Float8 storage lookup TypeError." + "reason": "Whisper runtime failure and missing Float8 storage support are different failure modes." }, { "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." + "reason": "Gradient checkpointing in eval mode is not the same as a missing supports_gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different TypeErrors from different subsystems; no shared underlying bug." + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are distinct compatibility issues." }, { "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." + "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are different bugs." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different tensor/model internals: ModelOutput key assignment versus Gemma4 FSDP2 shared_kv_states rebuild." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states handling." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Completely unrelated: high perplexity on a benchmark versus Whisper batch_decode skip_special_tokens handling." + "reason": "High perplexity on a model is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker bug is unrelated to a DeepSeek-R1-Distill-Llama accuracy regression." + "reason": "Tokenizer BPE marker handling is unrelated to an accuracy regression after a version upgrade." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different loading failures affecting different model/config paths; not the same bug." + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-loading problems." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/training workflows and different model families; no same underlying bug." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image iterable dataset training failure." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but they are distinct issues with different failure mechanisms." + "reason": "_is_hf_initialized and non-persistent buffers are separate Transformers v5 regressions, not one bug." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Unrelated: GGUF loading failure versus CLIPTokenizer max-length bug." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length bug are unrelated." } ] }, "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." + "feedback": "Summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 / issue:45357, is a plausible same-bug cluster around Qwen3.5 save_pretrained regressions. The rest of the verdicts correctly avoid over-joining distinct model- or subsystem-specific failures." }, "evaluator_used": true, "retried": false, @@ -3823,8 +3823,8 @@ "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": [ @@ -3913,7 +3913,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -4131,8 +4131,8 @@ "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": [ @@ -4222,7 +4222,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -4443,8 +4443,8 @@ "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": [ @@ -4536,7 +4536,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -4763,8 +4763,8 @@ "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": [ @@ -4852,7 +4852,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -5061,8 +5061,8 @@ "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": [ @@ -5151,7 +5151,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -5458,7 +5458,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -5673,8 +5673,8 @@ "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": [ @@ -5755,12 +5755,12 @@ "issue:45987|issue:46192", "issue:44671|issue:45701" ], - "prepared_review_unit_hash": "ac41017ebdf616560ac7d51f780e290cb0febc2e580d93f684bd95c3a0e52841", + "prepared_review_unit_hash": "3efcb4cf91b57a1fe72b7715fd76a22f2ffc23dcc0944df45b19acccd02c975c", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -5768,201 +5768,189 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35652, - "estimated_input_tokens": 8913, - "estimated_eval_tokens": 18082 + "serialized_chars": 35654, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 }, "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.", + "summary": "This set is mostly heterogeneous issues with only one plausible duplicate pair in the tokenizer space. I\u2019d keep issue 28218 as the canonical representative of that specific added-token spacing regression; the rest of the soft pairs look like related-but-distinct bugs, not mergeable duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:28218 is the most concrete and specific report of the tokenizer added-token spacing regression; issue:29159 is broader and reads more like a symptom-level inconsistency report.", "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_issue_reason": "issue:28218 is the best issue anchor for the only likely duplicate cluster here because it names a precise, reproducible tokenizer bug.", "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." + "reason": "Different subsystems and failures: BarkProcessor voice_preset vs 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." + "reason": "Both mention loading/device-type problems, but one is CPU offload device mismatch and the other is bfloat16 dtype mismatch; not the same bug." }, { "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." + "reason": "Validation error messaging for input_ids/inputs_embeds is unrelated to the zero-loss classification bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 long OCR index errors." + "reason": "Whisper empty transcription handling and Kosmos2.5 long OCR index errors are different failure paths." }, { "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." + "reason": "Image preprocessor dtype mismatch vs a Gemma3n variable-name collision; unrelated code paths." }, { "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." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to StaticCache sequence-length return 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." + "reason": "Different model families and symptoms: Qwen video regression vs Kosmos2.5 OCR indexing." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to from_config leaving config.dtype stale." + "reason": "AppleSilicon warmup TypeError is unrelated to stale config.dtype after from_config." }, { "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." + "reason": "Trainer gather_for_metrics dropping labels is unrelated to Mamba2Mixer use_cache correctness." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression and pipeline import failure are separate breakages with different code paths." + "reason": "Tokenizer loading failure for a specific model vs pipelines import failure due to kernels dependency; not the same bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + "reason": "Blip2 dtype persistence and Video-LLaVA missing temporal attention are distinct model-loading/model-architecture issues." }, { "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." + "reason": "One is an error-message regression around pipeline deprecation; the other is a model output issue with AutoModel/pipeline." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video token/feature mismatch is unrelated to T5 decoder input validation messaging." + "reason": "Qwen3.5-9B 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." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different concrete failures." }, { "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." + "reason": "Removal of is_torch_fx_available is a specific API break; the other is a broader remote_code regression report." }, { "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." + "reason": "Runtime special-token post-processor updates and Whisper skip_special_tokens decoding are different 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()." + "reason": "Shape-mismatch indexing error is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are unrelated." + "reason": "Processor output size mismatch and dtype mismatch in inference are unrelated bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unloading during accelerate loading is unrelated to dtype mismatch inference bugs." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to bfloat16 dtype mismatch." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but they target different Qwen model families and different failure mechanisms." + "reason": "Different Qwen video problems: one is processing failure, the other is wrong vision_position_ids." }, { "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." + "reason": "Runtime v5 translation-task messaging and docs still referencing pipeline() are related thematically but 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." + "reason": "Both describe tokenizer added-token handling and inconsistent slow/fast behavior around the same spacing regression." }, { "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." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading-path issues." }, { "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." + "reason": "Both involve from_pretrained/custom code, but one is a Jupyter notebook breakage and the other is behavior inside Python classes; not the same bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype mismatch and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Model dtype persistence and AppleSilicon 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." + "reason": "StaticCache return type mismatch is unrelated to text_kwargs overriding return_tensors." }, { "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." + "reason": "CamemBERT masked LM prediction regression is not the same as a general tokenization change report." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative. The 28218/29159 pair is the only clearly plausible duplicate on the tokenizer spacing/slow-vs-fast behavior axis, and the other soft pairs are reasonably separated by subsystem or failure mode. No obvious overstatement or mergeability issue." }, "evaluator_used": true, "retried": false, @@ -6068,7 +6056,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -6371,7 +6359,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -6665,7 +6653,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -6886,8 +6874,8 @@ "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": [ @@ -6968,12 +6956,12 @@ "issue:28282|issue:32090", "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "c7ddd622153a3d721949226ca51728fca09d1e29b021623b5ce931b3c40d08d6", + "prepared_review_unit_hash": "db7082add7546f1e78052067e12883a9a8c28564589d4ade45573253dc3cd062", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -6981,177 +6969,183 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35636, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "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.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem or keyword overlap, not the same concrete bug. I would reject all soft edges and avoid selecting a single canonical issue for the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated tokenizer, multimodal, dtype, config, loading, and generation bugs.", "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_issue_reason": "No issue is a strong global representative because the cluster is not a duplicate set; the apparent similarity is mostly superficial.", "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." + "reason": "Both concern multimodal models, but one is a janus image-generation test failure and the other is a Phi-4 model loading regression; different code paths and symptoms." }, { "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." + "reason": "One is about Qwen3 MoE weight conversion with accelerate/deepspeed; the other is about SmolLM3 RoPE layer configuration. No shared root cause." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken keyword handling and Mistral regex patching are unrelated code paths." + "reason": "Tokenizer errors in both, but one is an AddedToken keyword conflict and the other is a Mistral regex patch crash on a different tokenizer attribute." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A MobileLLM key error and a missing Float8 storage type are different loading failures." + "reason": "Both are loading-related errors, but one is a key error for MobileLLM and the other is a missing Float8 storage type during serialization; not the same bug." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement/performance issue does not match a T5 decoder-input validation message bug." + "reason": "XLNet CPU tensor allocation bug versus a T5 decoder-input validation error; unrelated model families and failure modes." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL image-processor torchvision dependency and Mistral tokenizer regex patching are separate defects." + "reason": "Image processor dependency regression versus tokenizer regex patch crash; different components and fixes." }, { "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." + "reason": "Mistral-3 dtype mismatch in image preprocessing versus a DiffusionGemma image-text pipeline failure; both multimodal, but not the same code path." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and loading AutoImageProcessor from URL are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to loading an AutoImageProcessor from URL." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash are different model-specific bugs." + "reason": "SmolLM3 RoPE layer count bug versus Qwen3.5 kernel registration crash; different models and mechanisms." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they affect different model families and different inference paths." + "reason": "Blip2 dtype persistence issue is unrelated to SwitchTransformers/TimmWrapper bfloat16 inference mismatches." }, { "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." + "reason": "SmolLM3 RoPE layer selection bug and Qwen2.5-VL temporal position scaling bug are distinct RoPE-related but different implementations and symptoms." }, { "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." + "reason": "Tokenizer special-token insertion regression is not the same as CodeLlama leading-space round-trip loss." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency version bump and stale auto-mapping references are unrelated maintenance problems." + "reason": "One is a dependency version bump issue; the other is stale auto_mappings references causing CI failures." }, { "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." + "reason": "An isolated reproduction of an older issue is not the same as the Official Nemotron example being broken; no shared concrete failure described." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Device-map mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + "reason": "Gemma4 device mismatch under device_map='auto' 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." + "reason": "DeepSpeed training weight-shape error and BART generate() decoder_attention_mask assignment error are different stack traces and root causes." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 weight-tying bug and StaticCache return-type bug are unrelated." + "reason": "Mistral3 lm_head tying bug and StaticCache sequence-length 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." + "reason": "XLNet CPU allocation bug is unrelated to flash_attention integration crashing on sink-less models." }, { "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." + "reason": "gguf_file loading breaks for tokenizer/model from_pretrained, while the other reports a specific model not loading; too little evidence of the same root cause." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as a long-context FA2 performance regression." }, { "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." + "reason": "Qwen3.5 num_labels propagation and strict config rejecting granite_speech are both config-related, but they affect different fields and validation paths." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Label-reduction behavior and degenerate zero-loss classification are different classification bugs." + "reason": "BeitImageProcessorFast reduce_labels truncation and zero-loss single-label classification are unrelated 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." + "reason": "Qwen3.5 save_pretrained visual encoder keys and broad AutoTokenizer wrong-token-ID regressions are separate tokenizer/model-saving issues." }, { "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." + "reason": "Qwen3OmniMoe video processing ValueError and FA2 long-context performance regression are different failure modes." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX rotary_pct persistence and rope-parameter JSON list conversion are different config/validation bugs." + "reason": "GPTNeoXConfig rotary_pct reload regression is unrelated to JSON-loaded ignore_keys_at_rope_validation type handling." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch in the environment and NoneType broadcast errors are unrelated." + "reason": "PyTorch import missing and Trainer/_gpu_broadcast_one NoneType broadcasting are clearly different environment/runtime errors." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking and Perceiver interpolation failure are different loading/inference problems." + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver non-default-resolution interpolation failure are different model-specific bugs." } ] }, @@ -7260,7 +7254,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -7566,7 +7560,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -7878,7 +7872,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -8099,8 +8093,8 @@ "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": [ @@ -8187,7 +8181,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -8390,8 +8384,8 @@ "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": [ @@ -8481,7 +8475,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -8791,7 +8785,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -9089,7 +9083,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -9301,8 +9295,8 @@ "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": [ @@ -9385,12 +9379,12 @@ "issue:43927|issue:45698", "issue:37428|issue:42175" ], - "prepared_review_unit_hash": "c61e23946491be6ff98f384c53b22744534c5fe62077cbb579fd628b3a700aae", + "prepared_review_unit_hash": "4a025884af194dde90162a04460d58059d07e87effe6a1516e22bc65c8d852e7", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -9407,180 +9401,180 @@ "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.", + "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.", "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_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_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." + "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." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer/_gpu_broadcast_one NoneType error are unrelated subsystems and symptoms." + "reason": "Tokenizer added-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated bugs in different subsystems." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/model mismatch and unexpected position-id keys are distinct problems." + "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." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "LASR feature extractor center-arg crash is unrelated to Gemma4 device-map forward mismatch." + "reason": "These target different failures: a feature-extractor regression with an unsupported argument versus a device-map forward mismatch in Gemma4 PLE." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils symbol are separate import/runtime issues." + "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are separate import/error-path 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." + "reason": "AMP/CUDA crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different numerical/runtime bugs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated bugs." + "reason": "Checkpoint-resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "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." + "reason": "Trainer broadcast NoneType error and MacOS bus error with a community CLIP model are distinct failure modes." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM on Qwen2 are unrelated load-time issues." + "reason": "Trailing-slash local path import warning and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying issue." }, { "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." + "reason": "Bamba torch.compile+SDPA failure and qwen3_omni_moe helper behavior differ in model, mechanism, and symptom." }, { "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." + "reason": "A discussion about a DSA indexer activation choice and a v5 trust_remote_code import regression are unrelated." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are not the same issue." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific regressions." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are unrelated." + "reason": "Flash Attention 2 test failures and output-embedding reinitialization after resize are separate issues." }, { "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." + "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." }, { "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." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model behavior regressions." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and Trainer broadcast NoneType error are unrelated failures." + "reason": "BART generate() decoder_attention_mask bug and Trainer `_gpu_broadcast_one` NoneType error are separate code paths." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and multimodal token counting undefined names are unrelated." + "reason": "BF16-to-FP32 dtype drift during eval and undefined multimodal video-token helpers are different problems in different components." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across many models and return_tensors being ignored are different tokenizer behaviors." + "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." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multi-image failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated multi-modal/data-processing issues." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit generator-expression export failure are unrelated historical bugs." + "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are completely different model/runtime problems." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different problems." + "reason": "Flash-attention generation problems in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "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." + "reason": "BF16 eval dtype mismatch and gradient checkpointing in eval mode are separate training/inference behaviors." }, { "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." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id regression are different chat-templating versus multimodal-video bugs." }, { "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." + "reason": "Python 3.13 torch.jit decorator parsing error and Qwen3.5 kernel registration decorator issue are different import/registration failures." }, { "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." + "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." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Bart generate() mask bug and Adafactor+DeepSpeed OOM are different classes of problems." + "reason": "BART generate-time mask bug and adafactor/deepspeed OOM are not the same underlying problem." }, { "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." + "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." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-attention helper import and TensorFlow backend packaging are unrelated import/dependency issues." + "reason": "Missing `_flash_supports_window_size` import and missing TensorFlow backend in `pip install '.[torch]'` are unrelated packaging/import issues." } ] }, @@ -9599,8 +9593,8 @@ "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": [ @@ -9687,7 +9681,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -9991,7 +9985,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -10236,8 +10230,8 @@ "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": [ @@ -10324,7 +10318,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -10527,8 +10521,8 @@ "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": [ @@ -10612,12 +10606,12 @@ "issue:45803|issue:46170", "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "5d5edcd6b549149946160d5830fb09702e7b8dd722753218b847e670ab32ec9e", + "prepared_review_unit_hash": "362f8bc808e6a0a6b35e91fae0315433cf45892b5501b388cdb3c451c8a26089", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -10634,186 +10628,186 @@ "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.", + "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.", "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_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_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." + "reason": "Different bugs: Qwen3-VL load-time weight shape mismatch vs Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIP hidden_states handling and torch.compile attention-kernel divergence are unrelated bugs." + "reason": "Different code paths: CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence." }, { "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." + "reason": "Different failures: example script local dataset loading vs unrecognized model/config 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." + "reason": "Different functionality: generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer auto-loading and Fuyu tensor conversion error handling are separate issues." + "reason": "Tokenizer/model loading failure vs a bare-except bug in tensor conversion that hides interrupts/errors." }, { "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." + "reason": "Both involve persistence, but one is dequantized Ministral/Devstrals saving and the other is wrong custom module loading after save_pretrained." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated bugs." }, { "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." + "reason": "3d_parallel example failure is not the same as Qwen2 tensor-parallel OOM." }, { "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." + "reason": "OOM on a large Qwen2 load is distinct from a key error while loading MobileLLM-125M." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention support and trainer GPU broadcast NoneType errors do not share a concrete code path." + "reason": "FlashAttention 2 support issue is different from the trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA behavior is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile + SDPA failure 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." + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import errors." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "CPU offload device mismatch is a different failure than 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." + "reason": "Both mention chunked/generation/cache themes, but one is inconsistent outputs and the other is spurious recompilation from cache lazy init." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils availability helper and kernels v0.15 import failure are different dependency issues." + "reason": "Missing import_utils helper vs kernels import requiring version/revision are separate dependency/import problems." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer API breakage and an incorrect pipeline translation error message are separate regressions." + "reason": "Custom model code regression around processor.tokenizer is not the same as a misleading pipeline translation-task error message." }, { "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." + "reason": "A model_max_length question is unrelated to the missing transformers.onnx import error." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different models and symptoms: processor/tokenizer image passing vs eos_token_id config inconsistency." + "reason": "Processor/tokenizer image-handling regression is different from an 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." + "reason": "Different symptoms and code paths: eos_token_id mismatch vs Whisper empty transcription after align_special_tokens." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are different bugs." + "reason": "Config API discrepancy is unrelated to image preprocessor/model dtype mismatch." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend installation packaging and config API discrepancy are unrelated." + "reason": "Install extras/backend packaging issue is not the same as the Gemma3TextConfig API discrepancy." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init validation and non-persistent buffer junk initialization are not the same issue." + "reason": "Optional post_init validation and non-persistent buffer junk are distinct transformer v5 issues." }, { "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." + "reason": "eos_token_id config inconsistency is unrelated to the sinq quantization save/load breakage." }, { "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." + "reason": "General Transformers 5 initialization breakage is different from GPTNeoXConfig rotary_pct not persisting on reload." }, { "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." + "reason": "gguf_file breaking tokenizer/model from_pretrained is not the same as an unrecognized model type in config.json." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a Janus image-generation test failure do not describe the same bug." + "reason": "ESM2 broken regression and a janus model test failure are unrelated." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Fuyu tensor conversion exception handling and Trainer import problems with datasets are unrelated." + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import being blocked by datasets." }, { "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." + "reason": "Bare except swallowing errors is unrelated to the Windows ROCm torch.distributed dependency problem." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failures are separate model-specific regressions." + "reason": "Tied lm_head weight bug in Mistral3ForConditionalGeneration is different from the FlashAttention failure in Ministral-3." } ] }, @@ -10832,8 +10826,8 @@ "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": [ @@ -10913,12 +10907,12 @@ "issue:44855|issue:45588", "issue:43827|issue:43994" ], - "prepared_review_unit_hash": "0a69a9af2c3bbd7ce161fa968ce7430a484879165b2d89afda8fa97632c1a3c1", + "prepared_review_unit_hash": "928848e31bc6181ccad561d21094d434f1c62f52de166ce7decade5068c147ff", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -10935,162 +10929,162 @@ "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, + "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.", "canonical_pr_reason": null, - "best_issue_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_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." + "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." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and failure modes: processor size mismatch vs SAM3 LiteText memory overflow." + "reason": "Both involve SAM3-related models, but one is a processor size mismatch and the other is memory overflow; not the same bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to the Qwen video-input regression." + "reason": "Different models and different regressions: CLIPVision hidden_states vs Qwen video-input handling." }, { "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." + "reason": "Unrelated: one is a missing config attribute, the other is a backend registry error." }, { "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." + "reason": "The first is a nonspecific placeholder issue; the second is a Gemma pipeline roundtrip bug with a specific token mismatch." }, { "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." + "reason": "One concerns a dummy Conv2d in a decoder; the other is an OOM in Sam3Video. No shared underlying defect is evident." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal/video-related, but they hit different processor code paths and different models." + "reason": "Both are multimodal/video related, but they hit different APIs and different model families." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Completely unrelated backend-installation issue versus a missing import_utils helper." + "reason": "Completely different subsystems: TensorBoard/TensorFlow backend installation vs a missing import_utils symbol." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocab collapse is unrelated to Gemma 4 mm_token_type_ids defaulting." + "reason": "One is LoRA/vocabulary collapse with tied embeddings; the other is a Gemma 4 fine-tuning default for mm_token_type_ids." }, { "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." + "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." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different model families and symptoms: Janus test failure versus Qwen3.5 flash-attention generation bug." + "reason": "Different models and different symptoms: Janus image generation test failure vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering label truncation is unrelated to auxiliary-loss normalization." + "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Distinct training bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references in CI." + "reason": "A Janus image-generation failure is unrelated to Sam3LiteText auto-mapping references." }, { "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." + "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." }, { "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." + "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." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to Sam3VisionEncoderOutput missing attribute." + "reason": "Different product areas: video-classification pipeline processor lookup vs SAM 3 video output attribute missing." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "A 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." + "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." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload are different configuration/runtime bugs." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are different bugs in different areas." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization on resize is unrelated to import warnings from trailing-slash local model paths." + "reason": "One is about resized token embeddings and tied weights; the other is a local-path import warning with trailing slash handling." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both are serve-related, but one is KV-cache continuation indexing and the other is a Gemma4Processor missing _tokenizer attribute." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." + "reason": "Completely unrelated: LlamaConfig head_dim validation vs 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." + "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." }, { "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." + "reason": "Python 3.13 import/torch.jit parsing issue is unrelated to a flash_attention AttributeError on sink-less models." }, { "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." + "reason": "One is stale documentation after pipeline removals; the other is a specific SigLIP2 inference-quality issue involving AutoModel and pipeline." } ] }, @@ -11197,7 +11191,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -11496,7 +11490,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -11791,7 +11785,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -12111,7 +12105,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -12404,7 +12398,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -12710,7 +12704,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -12931,8 +12925,8 @@ "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": [ @@ -13016,12 +13010,12 @@ "issue:43065|issue:46123", "issue:44361|issue:44749" ], - "prepared_review_unit_hash": "d9e0f4512806a10d6d5e70ad7699a8197804e8e5a7d6850a7a17656ad8de32a1", + "prepared_review_unit_hash": "12289f3a00fcf8076c95e94aa66015eb8ef6343c47c1e2a115a656108d57fae7", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -13029,7 +13023,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36378, + "serialized_chars": 36380, "estimated_input_tokens": 9095, "estimated_eval_tokens": 18446 }, @@ -13038,186 +13032,186 @@ "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.", + "summary": "No duplicate cluster here: the items span many unrelated bugs, and every soft edge looks like a false positive. I rejected all pairings.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs across different models, tokenizers, pipelines, configs, and runtime environments.", "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_issue_reason": "No single issue is a good global representative; the set is too heterogeneous to usefully collapse to one issue.", "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." + "reason": "Both are processor/loader-related, but one is about missing saved files and the other about missing vision backend support; different failure modes." }, { "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." + "reason": "Different subsystems and symptoms: Qwen3-VL-Moe loading bug versus CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Completely unrelated: BART generate() error vs MLflow job-status reporting." + "reason": "Completely unrelated: a Bart generate() UnboundLocalError versus MLflow job status not being reported after training failure." }, { "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." + "reason": "One is a video-input regression in Qwen models; the other is a Windows/ROCm import dependency issue." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Tokenizer load failure for a model/package vs protobuf-related error masking. Different root causes." + "reason": "Both touch tokenizer loading, but one is a model-specific load failure and the other is exception masking when protobuf is absent." }, { "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." + "reason": "General flash-attention mention is not enough; one is missing FA2 support for Nemotron, the other is a standalone flash-attention topic with no concrete shared bug." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization bug are unrelated." + "reason": "Different code paths: RT-DETR memory not releasing versus MaskGenerationPipeline dropping partial-batch results." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy; no shared defect." + "reason": "Different model families and problems: Qwen3-Next tied-weights warning versus patchtsmixer post_init policy." }, { "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." + "reason": "Both involve Qwen3.5, but one is a tie-word-embeddings warning and the other is a flash-attention generation failure." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; different components and failures." + "reason": "Tokenizer-special-token decode bug versus ESM2 model breakage; no shared underlying defect." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading vs Windows/ROCm torch.distributed import issue. Not the same underlying issue." + "reason": "Strict config loading for granite_speech is unrelated to a Windows ROCm torch.distributed import error." }, { "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." + "reason": "Distinct issues: stale cache on second forward pass versus Gemma 4 needing mm_token_type_ids defaults." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM 3 Video missing attribute vs Qwen3OmniMoe video-input ValueError. Different models and error causes." + "reason": "Both are multimodal/video-adjacent, but they describe different model bugs with different failing attributes and validation paths." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading vs multi-GPU CUDA OOM. Not duplicates." + "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 from_pretrained loading issue vs Deepspeed double optimizer-step bug. Distinct problems." + "reason": "Both mention deepspeed, but one is a model-loading issue and the other is a duplicated optimizer step during training." }, { "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." + "reason": "Same SAM3 family, but one is a dummy Conv2d implementation issue and the other is a config/model-type mismatch warning." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning. Unrelated." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-embeddings warning." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Indexer-cache crash vs flash_attention.py s_aux=None AttributeError. Different code paths." + "reason": "Different failures: stale cache on repeated forward versus flash_attention.py crashing on s_aux=None." }, { "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." + "reason": "A Qwen3.5 embedding warning and a stale num_return_sequences warning are separate issues." }, { "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." + "reason": "Tokenizer loading in v5 and an accuracy regression in DeepSeek-R1-Distill-Llama-8B are different classes of bugs." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache sequence-length return type bug vs LlamaConfig head_dim validation. Distinct issues." + "reason": "Both are API-contract/config concerns, but one is about StaticCache return type and the other about LlamaConfig head_dim validation." }, { "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." + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip failure on the \u2581 token." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions API request rejection vs Gemma pipeline roundtrip failure. Different surfaces." + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different endpoints and symptoms." }, { "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." + "reason": "An isolated reproduction of another issue is not evidence of the same bug as a Gemma pipeline roundtrip failure." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram op failure vs missing chat template error. Unrelated." + "reason": "MPS histogram integer support and missing chat template errors have no common code-path." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "torch.compile attention-kernel divergence vs chunked-prefill recompilation regression. Different mechanisms." + "reason": "Different performance/compile issues: branch divergence under torch.compile versus cache lazy initialization causing recompilation." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure vs Windows/ROCm import dependency issue. Different subsystems." + "reason": "Whisper empty-transcription generation failure is unrelated to a Windows ROCm import-time dependency issue." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder placeholder conv vs MaskGenerationPipeline batch handling. Unrelated." + "reason": "SAM3 pixel decoder dummy layer and MaskGenerationPipeline partial-batch dropping are unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLLukeTokenizer AttributeError vs slowdown after upgrading Transformers. Different bug classes, not duplicates." + "reason": "MLukeTokenizer task AttributeError and a Chinese report about slower filtering after upgrade do not match." } ] }, @@ -13236,8 +13230,8 @@ "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": [ @@ -13326,7 +13320,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -13609,7 +13603,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -13918,7 +13912,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -14212,7 +14206,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -14522,7 +14516,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -14828,7 +14822,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -15140,7 +15134,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -15452,7 +15446,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -15767,7 +15761,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -16012,8 +16006,8 @@ "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": [ @@ -16106,7 +16100,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -16438,7 +16432,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -16768,7 +16762,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -17087,7 +17081,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -17458,7 +17452,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -17849,7 +17843,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -18180,7 +18174,7 @@ "node_count": 484, "item_count": 484, "soft_pair_count": 1778, - "serialized_chars": 922410, + "serialized_chars": 922412, "estimated_input_tokens": 230603, "estimated_eval_tokens": 461462 }, @@ -20240,8 +20234,8 @@ "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-46657-2", "nodes": [ @@ -20251,7 +20245,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "67461834f2e2ab97c52f8b3e57d0a37f8b831ecd36d98a170410742c92cf5459", + "prepared_review_unit_hash": "180696742e3b5ea81e380b7f681de0a110fbc7a4077fc5147f56b1d3130c7471", "component_budget": { "node_count": 2, "item_count": 2, @@ -20273,18 +20267,18 @@ "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, + "summary": "These two issues do not appear to be duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory failures after several epochs in RT-DETR v2 training.", + "confidence": 0.95, "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_issue_reason": null, "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." + "reason": "Different failure modes and likely different root causes: shape/mismatch error versus memory exhaustion during training." } ] }, @@ -20298,7 +20292,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20314,12 +20308,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "a0887727fa7d527e4868701b88149b9d89e9c90ded8417b3a92c9fddddea6b36", + "prepared_review_unit_hash": "7323e3bc30e6d9a9de235007a293d48f8d3b2ec0d1032fced3e5ea5ef5632c6e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20327,7 +20321,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20336,18 +20330,18 @@ "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, + "summary": "Both items are VibeVoice-related feature PRs, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 adds a separate VibeVoice Realtime/acoustic-tokenizer stack and related auto/generation plumbing. They overlap on shared model files because the second PR extends the same model family, but they are not mergeable as one duplicate PR.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "#40546 is the better canonical PR because it is the original, broader VibeVoice implementation and has substantial review activity, making it the most complete representative of the base feature work.", "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.", + "best_pr_reason": "#40546 is the best overall representative of the cluster because it defines the foundational VibeVoice integration; #42781 is a follow-on realtime variant rather than the same concrete change.", "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." + "reason": "Reject: these are related but distinct feature PRs. #40546 implements VibeVoice generally, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and additional generation/processing changes. They share subsystem files, but not the same underlying bug or single mergeable fix." } ] }, @@ -20361,7 +20355,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20377,12 +20371,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a48b9f20ea36c06169073809df7b0777914a440b26d9871d60733b114aecc170", + "prepared_review_unit_hash": "e5242d680e82fd1e481148900d4d454c3e4196f411c402cd0b7c5a8d09a1ae1a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20390,7 +20384,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20399,18 +20393,18 @@ "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, + "summary": "The two pull requests are not duplicates: one adds TimesFM covariate forecasting, while the other adds DINOv3 image-classification support. They touch different models, different code paths, and solve unrelated problems; the soft similarity is only at the generic feature-addition level.", + "confidence": 0.98, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 41224 is the better representative of its own change set because it has more review activity and a narrower, well-scoped model-classification feature, but it is not a duplicate of 40755.", "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." + "reason": "Reject: these PRs address different models and unrelated functionality (TimesFM covariates vs. DINOv3 image classification), so they do not fix the same concrete problem and would not plausibly be merged into one PR." } ] }, @@ -20424,7 +20418,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20487,7 +20481,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20495,7 +20489,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41855-14", + "cluster_id": "cluster-41855-15", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -20510,7 +20504,8 @@ "pull_request:45655", "pull_request:46048", "pull_request:46267", - "pull_request:46744" + "pull_request:46744", + "pull_request:46810" ], "soft_pairs": [ "pull_request:41855|pull_request:43823", @@ -20527,160 +20522,174 @@ "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:46810", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46810", + "pull_request:44827|pull_request:46048", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "355f177a0ac5cb93bb83b952fb2c9e45e9c9f3281fc8bbbf938468811b5434f1", + "prepared_review_unit_hash": "295c2d34c7ed594dd03d297020f0ed673cf509c1e5a954bc81d2de6ba6215446", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 19, - "serialized_chars": 36845, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 21, + "serialized_chars": 38992, + "estimated_input_tokens": 9748, + "estimated_eval_tokens": 19752 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 19, - "serialized_chars": 36845, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 21, + "serialized_chars": 38992, + "estimated_input_tokens": 9748, + "estimated_eval_tokens": 19752 }, "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, + "summary": "This cluster is mostly heterogeneous and not a duplicate set. The only clear duplicate is the pair of `fixed_cross_entropy` patches that both add supported `cross_entropy` kwargs (`weight` and `label_smoothing`) for the same issue. Everything else targets different models, docs, tests, or infra changes.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "`pull_request:43251` is the best canonical representative: it has the explicit issue target (`#43240`), a clear fix title, and the most review activity among the near-identical loss-helper patches.", "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.", + "best_pr_reason": "`pull_request:43251` is the strongest representative PR in this cluster because it directly references the tracked issue and implements the same concrete `fixed_cross_entropy` fix as its duplicate counterpart.", "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." + "reason": "Different artifacts: Mistral tokenizer missing methods vs adding the MobileLLM model package. Same broad library, not the same bug/change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions are unrelated to executorch export tests." + "reason": "Tokenizer API additions vs an ExecuTorch dynamic-shape export test. Different code paths and goals." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness is unrelated to adding MobileLLM." + "reason": "Processor auto-loading robustness changes vs a new model implementation. Not the same underlying issue." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix and a new model PR are unrelated changes." + "reason": "Loss helper kwargs plumbing vs MobileLLM model addition. No shared concrete fix." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs support is unrelated to Mistral4 test fixes." + "reason": "Cross-entropy helper fix vs Mistral4 test/model work. Different subsystems and bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests do not match Mistral4 test/model changes." + "reason": "ExecuTorch export test coverage vs Mistral4 test fixes. Similar \u2018tests\u2019 label only, not same change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export testing and MobileLLM model addition are different workstreams." + "reason": "Dynamic-shape export testing vs adding MobileLLM. Unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition is unrelated to the config-resolution ordering fix." + "reason": "New MobileLLM model code vs fixing `cls.config` resolution order. Different functionality." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM is unrelated to Falcon output-capture refactoring." + "reason": "MobileLLM model addition vs Falcon output-capture refactor. Not the same concrete code-path problem." }, { "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." + "reason": "Falcon refactor vs a model-creation skill/docs bundle. Shared theme of model work, but not the same change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon forward refactor is unrelated to Mistral4 test failures." + "reason": "Falcon forward refactor vs Mistral4 test fixes. Different model and different issue." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests and the layrnorm/layernorm rename are different bugs." + "reason": "Mistral4 tests/model fixes vs CLIP-style `layrnorm`\u2192`layernorm` renaming. Different bug class." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Model tests for Mistral4 are unrelated to chat response parsing updates." + "reason": "Mistral4 test/model work vs chat response parsing overhaul. Completely different areas." }, { "left": "pull_request:44827", "right": "pull_request:46744", "accept": false, - "reason": "Mistral4 test fixes are unrelated to Apple Silicon documentation updates." + "reason": "Mistral4 tests vs Apple Silicon/safetensors docs update. Docs-only vs model test changes." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:46810", "accept": false, - "reason": "Mistral4 tests and adding the TDT loss kernel are distinct changes." + "reason": "Mistral4 test fixes vs hub-kernel version bump. Same repo area only at a very broad level." }, { "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." + "reason": "Mistral4 tests/model fixes vs a model-creation skill branch. Not the same underlying artifact." }, { "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." + "reason": "MobileLLM model addition vs model-creation skill/docs tooling. Related domain, but not the same change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and config-resolution ordering fixes are unrelated." + "reason": "Mistral4-specific test fixes vs a generic `cls.config` resolution fix in modeling utils. Different bug and code path." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46810", + "accept": false, + "reason": "TDT loss kernel integration vs updating the `aiter-rope` kernel version. Different kernels and functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model fixes vs adding a TDT loss kernel. Not the same underlying issue." }, { "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." + "reason": "Both PRs patch the same helper, `fixed_cross_entropy`, to pass supported kwargs (`weight` and `label_smoothing`) into `nn.functional.cross_entropy` for the same tracked issue. They are functionally duplicate fixes." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, `pull_request:43251`/`pull_request:43254`, is supported by shared file, shared issue target, and the same `fixed_cross_entropy` kwargs fix. The other pairwise rejections are appropriately cautious and do not overclaim duplication from broad topical similarity. Canonical PR selection is also defensible based on explicit issue linkage and review activity." }, "evaluator_used": true, "retried": false, @@ -20691,7 +20700,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20707,7 +20716,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "42759c18f8eb734582f0f84016bb5d7e11ffee92d4a383a56889c2c12968c862", + "prepared_review_unit_hash": "28448287e2440d35f753458dd67af391dcc156ada3609514357abf9f30b96a30", "component_budget": { "node_count": 2, "item_count": 2, @@ -20729,18 +20738,18 @@ "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, + "summary": "Two open workflow-maintenance PRs overlap in GitHub Actions files, but they target different action families and different upgrade goals: one is a Node 24 compatibility sweep for core workflow actions, the other upgrades Docker build-push actions and related workflow versions. They are related maintenance, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are distinct workflow dependency upgrades affecting different action families and failure modes.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader umbrella upgrade and its title clearly states the compatibility goal across many workflows.", "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.", + "best_pr_reason": "PR 42975 is the best representative of the cluster since it covers the larger, more central GitHub Actions compatibility update rather than a narrower Docker-action version 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." + "reason": "Reject: both are workflow dependency upgrades, but they change different actions (core GH actions vs docker/build-push-action) and address different maintenance work, so they are not the same concrete fix." } ] }, @@ -20754,7 +20763,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20786,106 +20795,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "483accfe6aaef354cd66805b9ac3a5358c1236daae480245422e30b245a43b69", + "prepared_review_unit_hash": "9cb7559f3d30f2ff502f2305b3493a903e7d7ffeb791465c789533e521738177", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24621, - "estimated_input_tokens": 6156, - "estimated_eval_tokens": 12568 + "serialized_chars": 24617, + "estimated_input_tokens": 6155, + "estimated_eval_tokens": 12566 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24621, - "estimated_input_tokens": 6156, - "estimated_eval_tokens": 12568 + "serialized_chars": 24617, + "estimated_input_tokens": 6155, + "estimated_eval_tokens": 12566 }, "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, + "summary": "Mostly unrelated PRs that happen to share Transformers boilerplate (docs, auto mappings, registration). The only plausible duplicate pair is the two Step 3.7 Flash PRs; the rest are distinct model additions or an unrelated distributed-config change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46562 is the cleaner canonical representative for the only true duplicate-like pair: it is the main Step 3.7 Flash model-addition PR, while 46658 is a WIP/support-script branch around the same model.", "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.", + "best_pr_reason": "PR 46562 is the best overall representative because it is the most concrete, self-contained model implementation in the only accepted duplicate pair; the other PRs are different models or a separate infrastructure feature.", "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." + "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registry files are boilerplate, not evidence of the same underlying 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." + "reason": "Different model additions (ViT NEPA vs Molmo2). Overlap is limited to common registration/documentation plumbing." }, { "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." + "reason": "Different targets entirely: ViT NEPA model addition vs CTSM model addition." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "Unrelated changes: a model addition vs distributed configuration support." + "reason": "A model-addition PR and a distributed configuration PR are not the same bug or change." }, { "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." + "reason": "Molmo and Molmo2 are related by name but are distinct model additions with different codepaths." }, { "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." + "reason": "Molmo vs CTSM are separate model integrations; shared infra files are not enough to merge them." }, { "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." + "reason": "Model addition vs distributed-config feature; different problem domains." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are different model families and different integration targets." + "reason": "Molmo2 and CTSM are different model additions, not the same change." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model integration is unrelated to distributed config plumbing." + "reason": "Molmo2 model integration and distributed config are unrelated." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM time-series model integration is unrelated to Step3p7 Flash multimodal model integration." + "reason": "CTSM and Step 3.7 Flash are different model additions with different architectures and codepaths." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition vs distributed config support are different problems." + "reason": "CTSM model integration is unrelated to the distributed config PR." }, { "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." + "accept": true, + "reason": "Both are about Step 3.7 Flash, share the same model registration surface, and look like overlapping work on the same underlying model integration." } ] }, @@ -20899,7 +20908,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20934,118 +20943,112 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "62554a02b5c80a56410629ecd9e4ea5936fcadca3e9e1f0337ed5e84af529003", + "prepared_review_unit_hash": "17ace2f51bdc4879fd0e4dcee41a6240001a32a537e663bfc7c93b024c7451f6", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23153, - "estimated_input_tokens": 5789, - "estimated_eval_tokens": 11834 + "serialized_chars": 23165, + "estimated_input_tokens": 5792, + "estimated_eval_tokens": 11840 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23153, - "estimated_input_tokens": 5789, - "estimated_eval_tokens": 11834 + "serialized_chars": 23165, + "estimated_input_tokens": 5792, + "estimated_eval_tokens": 11840 }, "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, + "summary": "This cluster is heterogeneous: the PRs cover unrelated fixes in Whisper decoding, backward-compat aliases, test-only edits, FP8 dequantization, doctest cleanup, generation validation, CI infrastructure, and typo cleanup. I do not see a true duplicate set here.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46539 is the clearest standalone bug fix in the set: it addresses a concrete CI/runtime issue for Phimoe integration tests with targeted environment and test harness changes. The other PRs are either unrelated code paths or mostly docs/tests cleanup.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46539 is the best representative because it has a specific failure mode, a focused fix, and a coherent change set; the rest are too mixed or too superficial to serve as a better canonical representative.", "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." + "reason": "Both touch tests, but they are different models and different fixes; this looks like unrelated test churn, not the same bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding changes are unrelated to FP8 dequant/model-loading fixes." + "reason": "Whisper tokenization/test fixes are unrelated to FP8 dequantization and Mistral/model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer/test work is unrelated to generation watermarking validation fixes." + "reason": "Different concrete issues: Whisper batch/timestamp decoding versus generation watermarking validation and broader generation 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." + "reason": "Backward-compat aliasing for tie_weights is unrelated to a broad typo-cleanup PR; no shared code-path bug." }, { "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." + "reason": "Test-file edits in CLIP/ViT do not match the Phimoe CI memory-limit and test-harness fix." }, { "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." + "reason": "The PRs affect different subsystems and different failure modes; one is test edits, the other is a dequantization/runtime fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated test-only failures vs generation config/watermarking behavior fix." + "reason": "These are not the same underlying bug; one is test-only CLIP/ViT edits, the other is a generation config/runtime validation 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." + "reason": "Both mention tests or fixes broadly, but the actual changes are unrelated: model test edits versus typo cleanup across many files." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/model-loading changes are unrelated to Phimoe integration test infrastructure." + "reason": "Shared soft similarity is only because both are substantial PRs; the code paths are unrelated FP8 dequantization versus CI/test infrastructure." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different bug classes: FP8 quantization path vs generation watermarking config validation." + "reason": "Different problems in different areas: FP8 quantization/dequantization versus generation validation and Whisper-related changes." }, { "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." + "reason": "These are not mergeable as one fix; FP8/runtime logic and typo cleanup do not address the same concrete bug." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest formatting cleanup is distinct from general typo fixes in code and docs." + "reason": "Doctest markdown cleanup is unrelated to a large typo-fix PR; they do not share the same underlying change or bug." }, { "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." + "reason": "Generation config/Whisper validation fixes are unrelated to Phimoe integration test CI memory handling." } ] }, @@ -21059,7 +21062,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21078,12 +21081,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "a5c01e3a3696f63322f0e5c2ef7d1d293c5cc31593fb74204cc65924bf2dbe45", + "prepared_review_unit_hash": "809363989a899b3d763c77bcffeaf64bbafcbcdf60f843f9b4a991e0d8477df4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, + "serialized_chars": 6348, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -21091,7 +21094,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, + "serialized_chars": 6348, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -21100,30 +21103,30 @@ "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, + "summary": "These are three unrelated '[don't merge]' test PRs: one changes setup/dependencies and versioning, one rewires several CI/commenting utilities and tests, and one switches a security-gate workflow trigger. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "No canonical PR: the PRs target different code paths and CI/test infrastructure, so there is no single duplicate target.", "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.", + "best_pr_reason": "No strong best PR for deduplication; 43532 is the broadest CI-related change, but it is still not the same change as the others.", "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." + "reason": "Setup/dependency/version edit vs. workflow trigger edit; unrelated changes." }, { "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." + "reason": "Shared Vit test filename looks incidental; the main edits are setup/dependency/versioning versus CI workflow plumbing." }, { "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." + "reason": "Both touch workflows, but they modify different workflows and code paths, so they are not the same concrete change." } ] }, @@ -21137,7 +21140,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21153,12 +21156,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "cb525d49d325ca7e17ceb66f70420d7fa4e1d466cf283a68d827340e5f593117", + "prepared_review_unit_hash": "a8eb8c616750c22718b82e68d260b65317ae38f3c538d61b8ba0b8c43908eb8e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21166,7 +21169,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21175,18 +21178,18 @@ "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, + "summary": "Two separate feature PRs with overlapping segmentation pipeline scaffolding, but different targets and model families; they should not be deduplicated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: 43612 and 43613 implement different segmentation pipelines and should be tracked separately.", + "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they share integration boilerplate but implement different features.", "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.", + "best_pr_reason": "If one had to be the representative, 43613 is the broader segmentation integration, but it is still not a duplicate of 43612.", "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." + "reason": "Both are segmentation-pipeline additions, but they target different tasks and code paths: concept segmentation (SAM3-focused) versus visual segmentation (SAM/SAM2/EdgeTam/SAM3 tracker). They are not the same underlying change and would not plausibly merge into one PR." } ] }, @@ -21200,7 +21203,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21216,7 +21219,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "ca3cc3ab0e6b6f1adffb27adc5748d62dd95f458de42e1e40c9375a43c62175f", + "prepared_review_unit_hash": "0eb50862c62c50abc7b22f36ac616a4a196901770a37e82c1bdaecfece075d71", "component_budget": { "node_count": 2, "item_count": 2, @@ -21238,18 +21241,18 @@ "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. They are not duplicates and should remain separate.", - "confidence": 0.94, + "summary": "The two open PRs both touch `src/transformers/trainer.py`, but they implement different trainer hooks: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are file-level neighbors, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "No single canonical PR: 43651 addresses loss scaling in `training_step`, while 43663 adds `_get_signature_columns` for column filtering; they fix different problems.", "best_issue_reason": null, - "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.", + "best_pr_reason": "Neither PR is a duplicate of the other, so there is no single best PR representative for a shared bug/change cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "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." + "reason": "Same file, but different code paths and goals: gradient-accumulation loss scaling vs. signature-column extraction. They should not be merged as duplicates." } ] }, @@ -21263,7 +21266,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21279,12 +21282,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "ac568c1d22e6c65524a798f9b2121a737d6906bed8cac9885e2ba65254a600a9", + "prepared_review_unit_hash": "bcca15862280a76c366b84dabf4f452769d0970e38b5633bedc2a2468f974270", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21292,7 +21295,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21301,18 +21304,18 @@ "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. They overlap syntactically but target different failure modes.", - "confidence": 0.92, + "summary": "These are two different PRs against the same file in the CLI server, but they fix different NameError/type-annotation problems: one is about future annotations/runtime typing cleanup, the other is specifically about `TypeAdapter` when pydantic is absent. They should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "PR 43842 is the better representative because it has the clearer, narrower bug description and an explicit issue target; it addresses the specific `TypeAdapter`/pydantic-missing path rather than a broader annotation cleanup.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR 43842 is the strongest standalone PR in this cluster: it directly targets the concrete runtime failure mode, has an explicit linked issue, and is more self-contained than the broader typing-related PR 43656.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "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." + "reason": "Reject: they touch the same file but fix different underlying bugs. 43656 is about enabling forward annotations / typing cleanup for CLI serve, while 43842 specifically fixes `TypeAdapter` import/annotation behavior when pydantic is not installed." } ] }, @@ -21326,7 +21329,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21392,7 +21395,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21448,8 +21451,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -21490,8 +21493,8 @@ "pull_request:44018|pull_request:44129", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", - "pull_request:44071|pull_request:44129", "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -21504,7 +21507,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "31611092bc936e99277cd6eb091c8046c12f06e36fb6d4e2b430a76a744c9a60", + "prepared_review_unit_hash": "dac0aef02de5db99922fea970ecc43753d08a937b3c571e63de9508da735b18e", "component_budget": { "node_count": 28, "item_count": 28, @@ -21517,7 +21520,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, + "serialized_chars": 75094, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -21526,345 +21529,249 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "This cluster is mostly a broad wave of standardized output-tracing refactors across different model families. Most pairs are not duplicates because they touch different architectures/code paths; the only strong duplicate-like matches are within the same GPT-J/CodeGen branch and the GPT-Neo branch.", + "confidence": 0.89, "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.", + "canonical_pr_reason": "No issue artifacts are present; among the PRs, 44722 is the strongest representative because it targets the same GPT-J/CodeGen output-tracing refactor, touches the core shared files, and appears to be the most complete iteration.", "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.", + "best_pr_reason": "44722 is the best cluster representative for the concrete GPT-J/CodeGen output-tracing change: it aligns with the shared issue target, overlaps the same files as the closest matches, and reads like the most consolidated version.", "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." + "reason": "Same umbrella issue target, but different models (FNet/CVT vs GPT-J) and different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa-v2; same tracking issue does not imply same bug." + "reason": "Different model families and implementations; only the shared tracking issue matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor line; 44066 is the broader GPT-J/CodeGen variant, so these are mergeable as one bugfix PR." + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same concrete code path and could be combined into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet; same refactor pattern is not enough." + "reason": "RegNet/ResNet output-tracing refactor versus EfficientNet output-tracing refactor; related theme, not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." + "reason": "EfficientNet versus GPT-J/CodeGen; same theme but unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; only the abstract pattern overlaps." + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; no shared underlying bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa-v2; same issue target alone is not sufficient." + "reason": "MobileNetV2 versus DeBERTaV2; only the output-tracing framework is common." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; different model families and code paths." + "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; shared output-tracing styling is too broad." + "reason": "GPT-J/CodeGen versus MPT; same pattern, different concrete implementation." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same file family; these look like duplicate revisions of the same change." + "reason": "Both target GPT-Neo output-tracing on the same file and look like the same refactor in different iterations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same decorator refactor theme only." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families with different forward paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; different concrete implementations." + "reason": "GPT-J/CodeGen versus GPT-Neo; shared refactor style only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; same issue target is too broad." + "reason": "ResNet output-tracing refactor is unrelated to GPT-J/CodeGen output-tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; different code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; no concrete overlap in the bug/change." + "reason": "ResNet versus GPT-J; not the same code-path problem." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; different families." + "reason": "GPT-Neo and ResNet are different architectures and fixes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same output-tracing motif only." + "reason": "ResNet versus MPT; only the tracing style overlaps." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different families." + "reason": "GPT-Neo refactor versus GPT-J/CodeGen refactor; different model code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; distinct concrete changes." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; no shared code path." + "reason": "GPT-Neo versus Flaubert/XLM; same pattern, different concrete fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same pattern, different implementation." + "reason": "GPT-Neo versus GPT-J; not the same underlying bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated code paths." + "reason": "GPT-Neo versus MGP-STR; unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; different models." + "reason": "GPT-Neo and MGP-STR are different model-specific refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT vs GPT-J/CodeGen; unrelated concrete fixes." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J vs MGP-STR; same refactor style is not enough." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-2 vs MGP-STR; different code paths." + "reason": "MPT versus ImageGPT; shared output-tracing theme only." }, { - "left": "pull_request:44098", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; same broad refactor theme only." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo vs MPT; different families." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 vs MPT; not the same bug or change." + "reason": "TextNet versus Flaubert/XLM; different architectures and fixes." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; same standardized-output theme only." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44017", - "accept": false, - "reason": "MPNet vs SegFormer; unrelated concrete code paths." - }, - { - "left": "pull_request:44056", - "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": "SegFormer vs ViLT; same output-tracing theme is too broad." + "reason": "MPNet versus LongT5; different code paths and model families." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs SegFormer; different model families." + "reason": "RegNet versus SegFormer; only the standardized tracing pattern is shared." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; no concrete code-path overlap." + "reason": "RegNet versus MPNet; different concrete refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT vs ImageGPT; unrelated implementations." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet vs Flaubert/XLM; different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet vs GPT-Neo; shared issue target or pattern is not enough." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet vs LongT5; different code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet vs LongT5; same refactor motif only." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo vs LongT5; different families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet vs MPT; 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", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo vs SpeechT5; unrelated model code paths." + "reason": "MPT versus TextNet; unrelated model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 vs TextNet; same issue target is too broad." + "reason": "DeBERTaV2 versus TextNet; different model-specific changes." }, { "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." + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files; strong duplicate/collapse candidate." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor; 44722 adds the broader CodeGen-inclusive version." + "reason": "Both are GPT-J/CodeGen output-tracing PRs and look like the same underlying change in different iterations." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; different code paths." + "reason": "GPT-J versus SpeechT5; shared issue target is too broad to make these duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; different model families." + "reason": "FNet/CVT versus RegNet/ResNet/RT-DETR; same issue umbrella, different model fixes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; same tracking issue does not make them duplicates." + "reason": "FNet/CVT versus SpeechT5; unrelated model-specific work." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 vs SpeechT5; unrelated concrete changes." + "reason": "DeBERTaV2 versus SpeechT5; different code paths and architectures." }, { "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." + "reason": "DeBERTaV2 versus ViT; same tracing pattern but not the same change." } ] }, "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." + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative about soft edges. The true-duplicate calls are limited to clearly mergeable same-family iterations (GPT-J/CodeGen and GPT-Neo), while the false calls mostly rely on different model families/code paths, which the diffs support. The representative PR choice is also reasonable given the shared files and later, more consolidated GPT-J/CodeGen refactor." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21872,7 +21779,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 40, + "component_count": 39, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21899,7 +21806,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "fa3d65255fd6b1e65f1441ad197e77947904045ce4c55dab42b28087555f22d8", + "prepared_review_unit_hash": "f6520ac52e85198eaeabaf831d9b696907de9e8b33fa75b1e29317fe9032a58d", "component_budget": { "node_count": 28, "item_count": 28, @@ -21912,57 +21819,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "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, + "summary": "These PRs all touch the same broad theme\u2014migrating model forward passes to standardized output capture\u2014but they are separate, model-specific refactors. They do not look like duplicate fixes or mergeable into one PR across different architectures.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "No single canonical PR: each change targets a different model implementation and code path, so they are distinct refactors rather than duplicates.", "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.", + "best_pr_reason": "PR #44073 is the clearest representative of the cluster because it has an explicit, focused title and a concrete model-local refactor to output tracing.", "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." + "reason": "Different models and files (FocalNet vs ImageGPT). Same migration pattern, but not the same underlying bug or code path." }, { "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." + "reason": "Different architectures (VisualBert vs TextNet) and different forward/output behavior changes. Similar refactor theme only." }, { "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." + "reason": "MPNet vs VisualBert; these are separate model-specific output-tracing refactors, not one shared fix." }, { "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." + "reason": "MPNet and TextNet touch different model implementations and forwarding logic, so they are not duplicates." }, { "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." + "reason": "RegNet and SqueezeBert are unrelated model code paths; the edits are analogous but 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." + "reason": "SqueezeBert vs SpeechT5. Both involve output handling refactors, but they are separate model-local changes and should not be merged as duplicates." } ] }, @@ -21976,7 +21883,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22042,268 +21949,280 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "83d142b8196486c46bd791e6d19f16be8074b77589f4a0e46e4194481218ba08", + "prepared_review_unit_hash": "94bb7125bb95b0c5058accd4afd2f07127e7025f573e249b7b4f8628537f50e4", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "These PRs all follow the same high-level refactor pattern (adding `can_return_tuple` / output-capturing support), but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR 44025 is the broadest representative of the cluster, touching two related depth-anything model files and applying the shared output-tracing refactor; it has no explicit issue linkage.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR 44025 is a reasonable cluster representative because it shows the common refactor pattern clearly and spans more than one file, but it is still model-specific rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different models and code paths (timm_backbone vs upernet)." + "reason": "Different model families (`timm_backbone` vs `upernet`) and separate forward/output paths; same refactor theme, but not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they target unrelated model implementations." + "reason": "These touch unrelated models (`timm_backbone` vs `vision_text_dual_encoder`) with different forward signatures; too broad to treat as one duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and forward logic; only the broad refactor theme matches." + "reason": "`timm_backbone` and `univnet` are different code paths and model types; similar decorator/import cleanup only." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Model-specific refactors in different code paths; not one concrete bug/change." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated implementations; this is the same refactor pattern, not the same concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` vs `codegen` targets different architecture code; they are not mergeable as one PR for a single bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models; shared tracing utilities do not make these duplicates." + "reason": "`timm_backbone` and `rwkv` are separate model code paths; the overlap is only the output-tracing refactor style." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and implementation details; same high-level refactor only." + "reason": "`mobilenet_v1` and `univnet` are unrelated models; shared refactor theme is not enough to indicate one duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet: separate output-handling changes, not the same fix." + "reason": "Different models and files (`mobilenet_v1` vs `upernet`); these are independent output-tracing updates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and files; only the refactor pattern is shared." + "reason": "`mobilenet_v1` and `depth_anything` are distinct model implementations; no shared concrete bug path." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder-decoder wrapper refactor, not the same underlying change as MobileNetV1." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` differ in architecture and call path; only the refactor motif matches." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different code paths and model types; too broad to treat as duplicate." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are separate model stacks; not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder vs UnivNet are unrelated code paths." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated code paths; similar tracing cleanup, but not one concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models with only a shared output-tracing cleanup pattern." + "reason": "These target different model families (`vision_text_dual_encoder` vs `upernet`) and cannot plausibly be merged as a single PR." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate architectures and implementations; not mergeable as one PR." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are separate implementations; same theme, different underlying change." }, { "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." + "reason": "`vision_text_dual_encoder` and `depth_anything` are unrelated model paths; not a duplicate bug or fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated model implementations; no shared concrete code-path problem." + "reason": "`univnet` and `upernet` are distinct models with distinct forward contracts; these are independent refactors." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different audio/sequence model internals; only the refactor style overlaps." + "reason": "`univnet` and `mamba/falcon_mamba` do not share the same concrete code path, despite both changing tracing-related behavior." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth Anything vs UnivNet: separate model-specific output changes." + "reason": "`univnet` and `depth_anything` are separate model code paths; similar API cleanup only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; not the same underlying change." + "reason": "`upernet` and `rwkv` are unrelated model implementations; the overlap is only in output-tracing refactoring." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba/Falcon-Mamba are unrelated code paths." + "reason": "`upernet` and `mamba/falcon_mamba` are different subsystems; not the same underlying bug or fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; shared output-capturing refactor only." + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated models; they share a migration pattern but not a duplicate change." }, { "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." + "reason": "`mamba/falcon_mamba` and `codegen` touch different model internals and output contracts; too different to consolidate as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures; same broad refactor theme is insufficient for duplicate triage." + "reason": "`timm_backbone` and `codegen` are separate model paths; the changes are only superficially similar." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Unrelated model code paths and outputs; not the same change." + "reason": "`univnet` and `codegen` are unrelated model implementations; same refactor style, different fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families; no shared concrete bug or feature." + "reason": "`upernet` and `codegen` do not share the same concrete code path or bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are distinct model stacks; not mergeable into one duplicate PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything output tracing vs vision/text wrapper changes are different code paths." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; similar output-tracing refactor, not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate model families; shared refactor pattern only." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate code paths; no shared underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated implementations." + "reason": "`depth_anything` and `superpoint` are unrelated models with different forward logic." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and outputs; same tracing utility usage is too broad." + "reason": "`depth_anything` and `rwkv` are distinct model implementations; only the tracing refactor motif is shared." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything vs DPR: separate model-specific forward changes." + "reason": "`depth_anything` and `dpr` target different code paths and output signatures; not a duplicate PR." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision/encoder-decoder wrapper changes are unrelated to RWKV tracing changes." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated architectures; same high-level refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrappers and output plumbing." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers and forward paths; not the same concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Unrelated models; no single concrete code-path problem." + "reason": "`vision_encoder_decoder` and `superpoint` do not share a code path; they are just similarly phrased refactors." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model types and forward signatures; not duplicates." + "reason": "`vision_encoder_decoder` and `dpr` are separate model families; not duplicate PRs." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated changes." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths; no single bug/change spans both." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; only a common tracing refactor exists." + "reason": "`speech_encoder_decoder` and `rwkv` are different model implementations; similar tracing cleanup only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder vs DPR are separate code paths." + "reason": "`speech_encoder_decoder` and `dpr` are distinct subsystems; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations." + "reason": "`superpoint` and `rwkv` are unrelated model code paths; same refactor motif, different fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and output handling; not the same PR-worthy change." + "reason": "`superpoint` and `dpr` are different models with different forward behavior; not a duplicate." }, { "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." + "reason": "`rwkv` and `dpr` are unrelated architectures and output contracts; these are independent refactors." } ] }, @@ -22317,7 +22236,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22333,12 +22252,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "904b7c9ce108b45d833d50632adc3e3219f4b33a6cb9d50e7a37af609b52fce1", + "prepared_review_unit_hash": "ff00fa0e51b24d3e041119f6b9159620ded37ceae35092b1b8e51fbe714e2e02", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22346,7 +22265,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22355,18 +22274,18 @@ "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.", + "summary": "These are two separate model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). They share some Transformers integration files, but they do not describe the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45401 is the better canonical PR because it has an explicit issue target, a clearly bounded scope, and a concrete model-specific implementation for Voxtral TTS. PR 44662 is a separate PenguinVL integration.", "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.", + "best_pr_reason": "PR 45401 is the strongest representative of its cluster: it is explicitly tied to issue 45027 and has a focused, self-contained change set. PR 44662 is unrelated beyond shared framework plumbing.", "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." + "reason": "Reject: these are distinct model implementations for different products and code paths. Shared auto-registration/docs files are expected for model onboarding and do not indicate the same underlying bug or change." } ] }, @@ -22380,7 +22299,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22396,7 +22315,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "9b3a8fd60fef6149e14191e135b31fe90d766f60888b8d843a26dc6fc6b04fa1", + "prepared_review_unit_hash": "06247986862f17375813dc1e5da2ffe83174ad70244c72ea8f609ba6aacb44b0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22418,18 +22337,18 @@ "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, + "summary": "These PRs are related in the broader module/kernel-fusion area, but they target different changes: one introduces a new module fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integrations.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "44979 is the more foundational change because it adds the module_fusion API and tests; 45363 is a separate follow-on feature that consumes related machinery but does not fix the same underlying problem.", "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.", + "best_pr_reason": "44979 is the best representative of the cluster because it defines the core abstraction rather than a specific downstream use case.", "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." + "reason": "Related fusion work, but not the same concrete change: 44979 adds a general module fusion API, while 45363 implements a specific n-to-1 kernel fusion path via KernelConfig and model integration." } ] }, @@ -22443,7 +22362,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22459,12 +22378,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "56b6a932ebfc85b3099eca8392f1cd113d04449dffbacc6f23370e034ff4efd7", + "prepared_review_unit_hash": "2c239bcc1287dcab1dfb44298eea135a05c5b8755418fd3faaf6efeca9bfd1e3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22472,7 +22391,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22481,18 +22400,18 @@ "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, + "summary": "Both PRs address the same Mistral regex patch AttributeError in the same file and under the same issue target; the later PR adds tests and is the more complete representative.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "45317 is the stronger canonical PR: it fixes the same AttributeError as 45086, includes test coverage, and appears to be the more complete implementation of the same change.", "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.", + "best_pr_reason": "45317 is the best PR candidate because it targets the exact same bug, has the same core code fix, and adds regression tests, making it the most complete and merge-ready version.", "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." + "reason": "Same underlying bug and same code-path fix in tokenization_utils_tokenizers.py; 45317 is essentially a superset with tests, so these can plausibly be merged as one change." } ] }, @@ -22506,7 +22425,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22524,7 +22443,7 @@ "pull_request:45115|pull_request:45569", "pull_request:45569|pull_request:46565" ], - "prepared_review_unit_hash": "e4c9f91380fed3ad51e0b5c3ecc732a28e7a1c43107cb7eb59ca5ec1340b1ab1", + "prepared_review_unit_hash": "fc30c1809846d8c96945668c58d57c407d700492acc3709a190417c23bc7345a", "component_budget": { "node_count": 3, "item_count": 3, @@ -22546,24 +22465,24 @@ "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, + "summary": "All three items are pull requests about Nemotron model support, but they address different changes: a NemotronH refactor/conversion mapping update, a broader NemotronH/Dense/Sparse architecture split, and an unrelated Nemotron 3.5 ASR addition. None of the soft pairs look like the same mergeable fix.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "pull_request:45569 is the best representative because it is the broadest and most central NemotronH change, introducing the dense/sparse split and updating the backward-compatible dispatcher/docs around that refactor.", "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.", + "best_pr_reason": "pull_request:45569 is the strongest standalone PR in the cluster: it covers the main architecture restructuring and supersedes the narrower NemotronH refactor in pull_request:45115, while the ASR PR is clearly separate.", "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." + "reason": "Related theme, but not the same concrete change. 45115 focuses on NemotronH conversion/key renaming and GraniteMoeHybrid-compatible structural mapping; 45569 is a larger model split into NemotronH/Dense/Sparse with docs, auto-mapping, and new modules. They overlap in subsystem but are not mergeable as one 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." + "reason": "Different model families and different code paths: 45569 is NemotronH architecture refactoring, while 46565 adds Nemotron 3.5 ASR streaming and associated ASR-specific files/tests. No evidence they fix the same bug or change." } ] }, @@ -22577,7 +22496,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22593,7 +22512,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "63bcd083a77d652b61ceb93559f703274b770457e72e53178c40677271a4bd73", + "prepared_review_unit_hash": "a39b8a0173bb81afa31a999b9a7f803d740f67bc5d5151780d4548097067d87d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22615,18 +22534,18 @@ "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, + "summary": "These PRs are related on the same heterogeneous-modeling effort, but they are not duplicates: one introduces per-layer heterogeneous config support, while the other adds broader heterogeneous model/runtime support and uses that config plumbing.", + "confidence": 0.88, "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.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change, touching cache/modeling/masking paths needed for heterogeneous models, so it is the better representative of the overall feature area.", "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.", + "best_pr_reason": "PR 45332 is the most suitable cluster representative because it covers the wider end-to-end heterogeneous modeling support rather than only the config mixin wiring.", "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." + "reason": "Related but not the same concrete change: 45333 adds heterogeneous configuration support, while 45332 adds broader per-layer heterogeneous model support and runtime integration. They could coexist as separate PRs rather than one merged duplicate." } ] }, @@ -22640,7 +22559,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22656,7 +22575,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "9c1f5cb4d8beba21e3b889e791d1a70ede2f04f872cdaadeecddc7a03c4e4235", + "prepared_review_unit_hash": "3743dd68b2bdf9540edc4f25a973dd866982285ab9608c8cad693ddce776ebe0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22678,18 +22597,18 @@ "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, + "summary": "Both pull requests are type-checking related, but they target different changes: one broadly adds typing fixes across many Transformers modules, while the other adds new typing helper protocols and adjusts a smaller set of modeling/PEFT-related code paths. They should not be treated as duplicates.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "No single canonical PR: 45415 is a broad repository-wide typing cleanup, while 45425 introduces specific shared typing abstractions and related fixes in different code paths.", "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.", + "best_pr_reason": "45425 is the more focused, self-contained change, but it is not a duplicate of 45415; 45415 is the broader sweeping typing pass.", "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." + "reason": "Different underlying work. 45415 is a large typing sweep across many files; 45425 adds typing protocols/helpers and touches model-loading/PEFT-related code. Shared type-checking files are not enough to make them the same change." } ] }, @@ -22703,7 +22622,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22719,40 +22638,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "85f7dee0f313d4ff12ec572d40c8f99ae9f2ebfc948d601dd7db3843c0ca5378", + "prepared_review_unit_hash": "94fb633df4d078c67233c5b119b559b477c65223e4374a7b1f4311e312758a0d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4947, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4947, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "Both artifacts are about cached forward/use_cache behavior, but they target different model families and different bugs: one fixes multi-token cached forward in Qwen3.5/OLMo hybrid linear attention, the other fixes Mamba2 CUDA kernel behavior when seq_len > 1. They are not the same underlying change.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR #46084 is more canonical because it has an explicit issue target, a narrower bug description, and a focused 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.", + "best_pr_reason": "PR #46084 is the best representative of the cluster because it is a concrete, self-contained bug fix with a clear issue link; PR #45513 is broader and spans multiple model files.", "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." + "reason": "Different underlying bugs in different architectures: Qwen3.5/OLMo hybrid cached linear attention vs Mamba2 CUDA-kernel use_cache handling. Same broad cache theme is not enough to merge them." } ] }, @@ -22766,7 +22685,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22782,7 +22701,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "0bf93f03912001d3140bbdb7625afff634d46df6945c9c7fbd0d6fa789a3eeb5", + "prepared_review_unit_hash": "cf8f2eabe51f7abbb7b8275a2d1decc11c669cf2c95f4372cf4ac6072f22b826", "component_budget": { "node_count": 2, "item_count": 2, @@ -22804,18 +22723,18 @@ "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.", + "summary": "These are related EP-loading fixes, but they target different failure modes: one is about DeepSpeed ZeRO-3/accelerate launch loading, the other about FSDP2 rank-0 broadcast overwriting expert weights. They share `modeling_utils.py` and the EP theme, but they are not the same underlying bug or mergeable change.", "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.", + "canonical_pr_reason": "No canonical PR: the two pull requests fix distinct code-path bugs with different mechanisms and affected components, so neither should be treated as a duplicate of the other.", "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.", + "best_pr_reason": "PR #45662 is the better representative of the cluster only in the loose sense that it is the broader EP-loading fix, but it still addresses a different bug than #45548 and should not absorb it as a duplicate.", "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." + "reason": "Both concern expert parallelism, but #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, while #45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. Different root cause, different affected path, not mergeable as one PR." } ] }, @@ -22829,7 +22748,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22845,40 +22764,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b5b67a12a76e00d56f224d3ea2a07d0b1acdca3f5b398edf0341ad2113b813d8", + "prepared_review_unit_hash": "df960ec7363d2500df0e1f49e6ed4146d07f0537eec2b827ed4bccccf6ac0466", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "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, + "summary": "Both PRs target the same xdist-related captured_info collision in `testing_utils.py`; PR 45645 is the broader, more complete change because it includes the core fix plus CI log collection updates.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core `captured_info` xdist-safe fix from 45639 and extends it to preserve and aggregate CI debug artifacts, making it the most complete representation of the underlying change.", "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.", + "best_pr_reason": "PR 45645 best represents the cluster because it addresses the same underlying bug and also fixes the downstream CI workflow behavior that consumes the captured debug logs.", "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." + "reason": "They fix the same concrete xdist collision in patched testing debug output; 45645 appears to subsume 45639\u2019s `testing_utils.py` change and adds supporting workflow handling, so they could plausibly be merged into one PR." } ] }, @@ -22892,7 +22811,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 40, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22908,40 +22827,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "723a27aa946dfeff90aa81debd4d808104333be0f49ce7ac8a28b44305279591", + "prepared_review_unit_hash": "016cfbf24507b3adec13b989a113ddc7e986cc3b45ec0df6a2d9cd80ef7070be", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7249, - "estimated_input_tokens": 1813, - "estimated_eval_tokens": 3882 + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7249, - "estimated_input_tokens": 1813, - "estimated_eval_tokens": 3882 + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These 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.", + "summary": "These are two unrelated linter-rule implementation PRs that overlap in transformer model files but target different rules (TRF003 vs TRF018), so they should not be treated as 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.", + "canonical_pr_reason": "PR #46259 is the stronger representative of the cluster if one must be chosen: it implements a distinct, broader modeling rule (TRF018) and has the larger, more mature change set. However, it is not a duplicate of #45720.", "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.", + "best_pr_reason": "PR #46259 is the best single PR in this set because it is the more substantial and clearly scoped rule implementation. PR #45720 addresses a different rule (TRF003), so the two cannot be merged as duplicate fixes.", "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." + "reason": "Different linter rules and different code-change intent; shared model files only reflect broad coverage, not the same underlying bug/change." } ] }, @@ -22955,115 +22874,7 @@ { "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, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23128,8 +22939,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 40, + "component_index": 26, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23145,40 +22956,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "fd20231985e97733e106e97897895fba6ed6acf2316b28a7884712a102619a9c", + "prepared_review_unit_hash": "691f89e37551de3303b456c196d9e2f82b78f8030693e253c80646f5732dd161", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "The two pull requests are not duplicates: one is a broad model/runtime change set plus CI secret plumbing, while the other is a test migration focused on kernel/model tests. The overlap is only superficial at the repo level.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45932 is the better representative of the cluster because it carries the more substantial code-path changes and broader review activity; PR 46100 is a narrower test-migration effort and does not match the same underlying change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45932 is the strongest global representative here due to its broader scope and more consequential functional edits, whereas PR 46100 is primarily test infrastructure/migration work.", "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." + "reason": "Reject: these PRs address different workstreams. 45932 modifies model implementations and CI secrets, while 46100 adds kernel/DDP test scaffolding and migrates tests; they do not appear to fix the same concrete bug or change." } ] }, @@ -23191,8 +23002,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 40, + "component_index": 27, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23208,40 +23019,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "1a89b509f39ee94b0d39471e63f79d12983de862a3fe47047e7d824ada09b81b", + "prepared_review_unit_hash": "c6e2e60eda77018edc4caf0c427d800cdf40cfd4e8aec775da10857e5b1b024c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "The two PRs overlap on a few distributed-module files, but they do not describe the same concrete change. PR #46126 is a focused EP/trainer integration patch for MoE routing and distributed config, while PR #46269 is a broad distributed branch/base PR spanning FSDP, MoE, tensor parallel, model loading, CI, and integrations. This looks like shared subsystem work, not duplicate PRs.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "PR #46126 is the more canonical change: it is narrowly scoped, has a specific feature intent, and the diff preview matches the title. PR #46269 is too broad and appears to be a base/aggregation branch rather than one discrete fix.", "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.", + "best_pr_reason": "PR #46126 is the best representative for this cluster because it has the clearest single-purpose change and the strongest title-to-diff alignment. PR #46269 is a broad umbrella PR and is not a good canonical duplicate target.", "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." + "reason": "Shared filenames are not enough here. #46126 focuses on EP router/trainer integration, while #46269 is a much larger distributed branch PR touching many unrelated areas. They do not look like the same underlying bug or change and would not plausibly merge into one PR." } ] }, @@ -23254,8 +23065,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 40, + "component_index": 28, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23307,208 +23118,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "5738b50f5e4b90c3a2390aa8b0d6ecbafa39554317fcfdc4101e99d6b78b5723", + "prepared_review_unit_hash": "aea02ff320dca1e079351488770390e64ae4e9847c757120a17b219c0af5155d", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25924, - "estimated_input_tokens": 6481, - "estimated_eval_tokens": 13218 + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25924, - "estimated_input_tokens": 6481, - "estimated_eval_tokens": 13218 + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "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, + "summary": "This cluster is a set of superficially similar workflow-chore PRs, but they fix different files and different problems. Despite high textual similarity, they are not true duplicates and should not be merged together.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "No single canonical PR: the cluster spans multiple distinct workflow changes across unrelated CI paths, so there is no one PR that correctly represents a duplicate set.", "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.", + "best_pr_reason": "PR 46554 is the strongest representative of the cluster only because it is the most substantive security-gate workflow change, but it still does not duplicate the other PRs and should not be treated as a merge target for them.", "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." + "reason": "Different workflows and different fixes: self-comment stdin piping vs security-gate checkout/check logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different behavior; not the same underlying bug or change." + "reason": "Different workflows; one updates comment handling, the other changes PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated edits; only share a broad CI/security theme." + "reason": "Unrelated changes in different workflows; not the same bug or code path." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different fixes; no shared code path." + "reason": "Self-comment CI input handling is unrelated to security-gate secret scoping." }, { "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." + "reason": "Both are workflow chores, but they modify different jobs and different command handling paths." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior: SSH runner hardening vs benchmark dispatch trigger." + "reason": "ssh-runner hardening is unrelated to benchmark_v2 dispatch behavior." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated CI changes; not the same fix." + "reason": "Different workflow files and different concerns: SSH runner secrets/hardening vs anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different operational concerns; no single bug/change." + "reason": "Different workflows; no shared concrete failure mode." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner hardening is unrelated to pr-ci-security-gate logic." + "reason": "SSH runner changes are 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." + "reason": "Different workflow paths and different fixes; not mergeable as one PR." }, { "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." + "reason": "Both are workflow tweaks, but they address unrelated jobs and triggers." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files with different fixes; no shared underlying issue." + "reason": "anti-slop permissions and assign-reviewers checkout ref are unrelated workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions update vs docker-image commit-message parsing; unrelated changes." + "reason": "Different workflows and different behavior changes; not the same underlying bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concerns; not mergeable as one bug fix." + "reason": "anti-slop permission scoping is unrelated to security-gate file-diff checking." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to benchmark trigger logic." + "reason": "assign-reviewers checkout ref and benchmark dispatch support are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different behavior; no same concrete problem." + "reason": "Different workflows and command handling; no shared code path." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers workflow change is unrelated to pr-ci-security-gate changes." + "reason": "assign-reviewers base-ref checkout is unrelated to PR CI security checks." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different code paths; benchmark dispatch vs docker-image tag selection." + "reason": "Benchmark dispatch gating and build-ci commit-message parsing are separate workflow behaviors." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark trigger logic is unrelated to pr-ci-security-gate security checks." + "reason": "Different workflow jobs and different purposes; not a duplicate fix." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated fixes; broad CI similarity only." + "reason": "build-ci-docker-images message parsing and PR CI security-gate logic are distinct changes." }, { "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." + "reason": "Different workflow files and different fixes; similarity is only topical." }, { "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." + "reason": "Same workflow file, but different concrete changes: checkout/diff checks vs permissions/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." + "reason": "Same workflow file, but one adds security checks and the other only documents a reusable workflow assumption." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: workflow logic vs secrets passing change." + "reason": "Same workflow file, but one changes security-check logic and the other changes secret inheritance semantics." }, { "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." + "reason": "Both touch the same workflow, but they solve different problems and are not one mergeable 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." + "reason": "Different PR CI security-gate changes: permissions/conditions vs secret inheritance." }, { "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." + "reason": "Documentation note vs secret scoping change are not the same underlying bug." }, { "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." + "reason": "Unrelated workflow updates in different files and code paths." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different fixes; only broad CI similarity." + "reason": "Different workflows and unrelated fixes; no duplicate relationship." } ] }, @@ -23521,8 +23332,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 40, + "component_index": 29, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23538,12 +23349,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c387459cd5e7f1ffeb977f7a5bc95a1d7060dfa55e9c4a83674190cab0dd9654", + "prepared_review_unit_hash": "169c9a23f2393052c5fdde51f020dd94776b80e41a7513008d583c13c7911870", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23551,7 +23362,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23560,18 +23371,18 @@ "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.", + "summary": "Both pull requests are about replacing ad hoc source-file reading with safer introspection, but they fix different code paths and different behaviors: one in import_utils for module/resource resolution, the other in modeling_utils for attention-implementation capability detection. They are related in theme but not 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.", + "canonical_pr_reason": "No clear canonical PR: the two PRs address separate source-reading call sites with different concrete bugs, so neither subsumes the other.", "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.", + "best_pr_reason": "PR 46207 is the better representative of the cluster because it has the more explicit bug fix pattern and includes tests, but it still stands as a separate change from PR 46152.", "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." + "reason": "Same broad theme (avoiding open() for source inspection), but different modules, functions, and runtime paths; they do not appear mergeable into one PR as the same underlying bug fix." } ] }, @@ -23584,8 +23395,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 40, + "component_index": 30, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23601,7 +23412,7 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "e55e035f695d0e2305697a4268d913f8c017a0868e4bf23630ca374ad9606bf7", + "prepared_review_unit_hash": "6229dd03b7e9daeaee57a866e8b7301446818c6159f16ee3bda82a57f982a541", "component_budget": { "node_count": 2, "item_count": 2, @@ -23623,18 +23434,18 @@ "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.", + "summary": "These are both SDPA-dispatch feature PRs, but they target different model families and different code paths (T5 vs wav2vec2/audio stack), 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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": null, "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." + "reason": "Different concrete implementations for different architectures; same broad theme (SDPA support) is not enough to treat them as the same PR or same underlying fix." } ] }, @@ -23647,8 +23458,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 40, + "component_index": 31, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23713,8 +23524,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 40, + "component_index": 32, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23776,8 +23587,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 40, + "component_index": 33, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23793,12 +23604,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "d799f38778add9817db64e7e59d15e0b6ca4fd0c155af4efe3da09012605169c", + "prepared_review_unit_hash": "ab31a45ff88726bea4842db67d8d1ac24166751efb03d211137454714c79ed12", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23806,7 +23617,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23815,18 +23626,18 @@ "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, + "summary": "Both pull requests fix the same off-by-one bug in the sliding-window right boundary for Moonshine streaming-style attention masks, changing the right window check from `< right_window_size` to `<= right_window_size`.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it is the broader, more complete fix: it covers the Moonshine streaming code plus a related Gemma4 location and adds test coverage, whereas 46310 is the narrower Moonshine-only version.", "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.", + "best_pr_reason": "PR 46546 is the strongest representative of the cluster because it appears to address the same concrete boundary bug with additional coverage and validation, making it the most complete candidate for the fix.", "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." + "reason": "Same underlying off-by-one right-window boundary bug; both patches make the same code change (`<` to `<=`) in the mask logic and could plausibly be combined into one PR." } ] }, @@ -23839,8 +23650,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 40, + "component_index": 34, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23856,7 +23667,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "237e4196730ecebcdf407ba536a9e9f5453fa56c2bb30a7d0af21899fba70697", + "prepared_review_unit_hash": "6475c6e8327037bd06d6b2edf1b2dbd776d347e090cf6ac18ba486ac5a7b66f9", "component_budget": { "node_count": 2, "item_count": 2, @@ -23878,18 +23689,18 @@ "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, + "summary": "These two PRs are unrelated: one adds multimodal support to continuous batching internals, the other adds the HunYuan VL model stack and docs/tests. They do not look like the same underlying change.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "PR 46417 is the stronger canonical PR candidate because it is a complete, well-scoped model addition with broad supporting files and substantial review activity.", "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.", + "best_pr_reason": "PR 46417 is the best standalone PR because it represents a concrete, self-contained feature addition rather than an in-progress infrastructure refactor.", "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." + "reason": "Different domains and code paths: continuous batching multimodal infrastructure vs adding a specific VL model, its processors, docs, and tests. They are not plausibly one mergeable fix/change." } ] }, @@ -23902,8 +23713,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 40, + "component_index": 35, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23919,7 +23730,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "6e1b6baf7b0b49f32e9ac85ca29c847cdcdad03a7eeca2f87a00acf4040bdd6b", + "prepared_review_unit_hash": "1d95654ce2ed9f8c898b34efb571698fa2bac34dacd7dbdec0249a6507bfccfe", "component_budget": { "node_count": 2, "item_count": 2, @@ -23941,18 +23752,18 @@ "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.", + "summary": "Two unrelated PRs: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They do not look like duplicates or a single underlying change.", "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.", + "best_pr_reason": null, "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." + "reason": "Different bugs and code paths: CodeLlama decoder behavior on decode vs checkpoint-specific tokenizer-class routing for DeepSeek models. They touch different files and are not plausibly one merged PR." } ] }, @@ -23965,8 +23776,8 @@ }, { "label": "pull_request", - "component_index": 37, - "component_count": 40, + "component_index": 36, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23982,12 +23793,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "037d9b22452056cbbf8bd69084beaa3d3a7f4ff74f10f670dd5cb05f235df4d5", + "prepared_review_unit_hash": "6f6dadd55e316155ea28ac60af1a337d793e94ed287ce46e444a4e69ebc3f7a7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23995,7 +23806,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24004,18 +23815,18 @@ "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.", + "summary": "These are related Mistral tokenizer PRs, but they address different changes: one moves `MistralConverter` into a dedicated integration package, while the other adds tekken tokenizer detection/conversion/save utilities. Shared files reflect the same subsystem, not the same fix.", "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.", + "canonical_pr_reason": "PR #46604 is the broader functional change and a better representative for the cluster; PR #46603 is a narrower code move/refactor of `MistralConverter` into `integrations/mistral/`.", "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.", + "best_pr_reason": "PR #46604 is the best standalone PR to track because it introduces the concrete tokenizer behavior change, whereas #46603 is mainly a package-organization refactor.", "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." + "reason": "Do not merge: they target different underlying work. #46603 relocates `MistralConverter`; #46604 adds tekken tokenizer detection, conversion, and save utilities. Same area, but not the same code-path problem." } ] }, @@ -24028,8 +23839,8 @@ }, { "label": "pull_request", - "component_index": 38, - "component_count": 40, + "component_index": 37, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24037,78 +23848,56 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46741-4", + "cluster_id": "cluster-46741-3", "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" + "pull_request:46741|pull_request:46773" ], - "prepared_review_unit_hash": "357600b3251fef1012e8fe0276b9aa2c72495a00682761c9c86f7482e78f267b", + "prepared_review_unit_hash": "a000d17b7f02b33108a10baf7a0d3050a7cb9720e8411acf3d9d9b5ee08ac2e7", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 10651, - "estimated_input_tokens": 2663, - "estimated_eval_tokens": 5582 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7500, + "estimated_input_tokens": 1875, + "estimated_eval_tokens": 4006 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 10651, - "estimated_input_tokens": 2663, - "estimated_eval_tokens": 5582 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7500, + "estimated_input_tokens": 1875, + "estimated_eval_tokens": 4006 }, "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, + "summary": "The three PRs are about different bugs: chunked-prefill/speculative decoding in Mamba2-style mixers, padding-mask handling for batch-size-1 in linear-attention models, and QuantizedCache construction for hybrid SSM+attention models. They are not duplicates.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "PR 46773 is the clearest representative item: it has a specific bug, a targeted code fix, and a test, but it still addresses a different problem from the other two PRs.", "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.", + "best_pr_reason": "PR 46773 is the most self-contained and clearly scoped fix among the three, with explicit behavior change and 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." + "reason": "Different underlying problems: one fixes chunked-prefill/speculative decoding in model mixers, the other fixes QuantizedCache layer construction for hybrid models. They touch different code paths and would not merge into one PR." }, { "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." + "reason": "Both are model-forward edge-case fixes, but for different bugs: cached-state handling in Mamba2/Zamba2/Nemotron-H versus padding-mask application in linear-attention models. Not the same change." } ] }, @@ -24121,8 +23910,8 @@ }, { "label": "pull_request", - "component_index": 39, - "component_count": 40, + "component_index": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24152,12 +23941,12 @@ "pull_request:46791|pull_request:46793", "pull_request:46753|pull_request:46793" ], - "prepared_review_unit_hash": "702436bfcb51df0c912d8be60c89e1738b967b59bbb2040ac5c28f7049be2c5d", + "prepared_review_unit_hash": "84428579adafe40adec4e31fd68f5a41a8ae94675d51c3f3badb79afbc6fc6b3", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 11, - "serialized_chars": 15632, + "serialized_chars": 15629, "estimated_input_tokens": 3908, "estimated_eval_tokens": 8072 }, @@ -24165,7 +23954,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 11, - "serialized_chars": 15632, + "serialized_chars": 15629, "estimated_input_tokens": 3908, "estimated_eval_tokens": 8072 }, @@ -24174,95 +23963,95 @@ "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, + "summary": "These are related empty-conversation fixes for chat templating, but only the closest same-function variants should be linked; broader multi-path or guard-style-only changes are better treated as related rather than duplicate.", + "confidence": 0.78, "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.", + "canonical_pr_reason": "PR 46793 is the broadest representative fix: it covers multiple chat-template entry points and includes regression coverage.", "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.", + "best_pr_reason": "PR 46793 is the strongest standalone solution because it addresses the widest set of empty-conversation code paths and adds tests.", "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." + "accept": false, + "reason": "Same bug family, but 46753 raises an explicit ValueError while 46791 only adds a preemptive length guard; not close enough to call duplicate." }, { "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`." + "accept": false, + "reason": "Both target empty conversations, but the implementations differ and are only softly similar rather than the same concrete fix." }, { "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." + "accept": false, + "reason": "46778 adds an explicit ValueError with tests; 46789 only guards the indexing path, so this is related but not the same change." }, { "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." + "accept": false, + "reason": "Explicit ValueError fix versus empty-list guard; same issue, but not the same implementation or clearly mergeable as one PR." }, { "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." + "accept": false, + "reason": "Both are guard-style fixes, but the packet does not show them as the same concrete change; too weak for a duplicate link." }, { "left": "pull_request:46789", "right": "pull_request:46794", - "accept": true, - "reason": "Both patch the same `tokenization_utils_base.apply_chat_template` empty-conversation crash." + "accept": false, + "reason": "Related empty-list guards in the same area, but not enough evidence that they are the same implementation." }, { "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`." + "accept": false, + "reason": "Very similar guards, but the evidence only supports soft similarity, not a clear duplicate or single mergeable fix." }, { "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." + "accept": false, + "reason": "46793 spans additional code paths and files, so it is broader than the simple tokenization-only guard in 46794." }, { "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." + "reason": "Same concrete empty-conversation ValueError fix in apply_chat_template; only the wording and test details differ." }, { "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." + "accept": false, + "reason": "46793 is broader and touches more entry points, so this is related work rather than the same change." }, { "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." + "accept": false, + "reason": "Same underlying bug, but 46793 adds broader coverage across other paths; not the same PR-level change." } ] }, "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." + "accept": false, + "feedback": "The high-level summary is mostly grounded, but several soft-edge accepts are too strong for the packet. In particular, 46778|46791 and 46791|46794 are supported only by soft similarity; the diffs are not clearly the same implementation (46778 raises a ValueError with tests, while 46791/46794 only add an empty-list guard). 46793 also spans additional code paths, so calling these pairs plainly duplicate or clearly mergeable is stronger than the evidence shown. The cluster can be viewed as related empty-conversation fixes, but the pairwise verdicts should stay more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 40, - "component_count": 40, + "component_index": 39, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 64b6da216fb410db43ef64c44fecca2eba70605e..a4d1215291b0bab1ff4e34d49ca5b61c3c0eee9d 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260622t060015z", + "analysis_id": "hybrid-model-20260622t120018z", "archived_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" + "hybrid": "snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-22T06:06:56Z", + "published_at": "2026-06-22T12:07:32Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260622T060015Z", + "snapshot_id": "20260622T120018Z", "variant": "hybrid" } diff --git a/snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.json b/snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.json new file mode 100644 index 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"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": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46682-3", + "canonical_pr_number": 46788, + "duplicate_pr_numbers": [ + 46757 + ], + "target_issue_number": 46682, + "reason": "PRs in cluster-46682-3 are treated as duplicates because they converge on issue #46682 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46752-7", + "canonical_pr_number": 46793, + "duplicate_pr_numbers": [ + 46753, + 46778, + 46789, + 46791, + 46794 + ], + "target_issue_number": 46752, + "reason": "PRs in cluster-46752-7 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46752-7", + "issue_number": 46752, + "reason": "Issue #46752 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 0 discussion comments plus 16 inbound references.", + "score": 186.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..37d3c1c6a1c9edcf88112d718cb83eece1bbf9cf --- /dev/null +++ b/snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24118 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260622T120018Z", + "generated_at": "2026-06-22T12:07:30Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "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:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46468", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + 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"issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "bd9aaca868ae076857114bcdca3dbb416dad499a1fd92204b7d8885b181aa024", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 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models and different failure modes; no shared concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "AMD GPU support issue vs invalid method call in a GraniteMoE hybrid model." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and code paths; ONNX export vs FineGrainedFP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are docs/app issues, but they target different features and different underlying problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs, but they refer to different removed material and are not the same concrete issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training workflow failures with no shared concrete code path." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and Gemma4 device mismatch are different runtime errors." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve tensor shape/indexing, but the exact failure and model/setup differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BERT IndexError is unrelated to model-training resume with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures; only superficial index-related similarity." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-index mismatch and video token/template mismatch are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "No shared bug beyond both being runtime failures." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different features and failure modes." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video input StopIteration and training-resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BERT initialization error is not the same as the resume-training/remote-code issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset bug and ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a collective mismatch and the other is a BERT Zero3 IndexError." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed Zero3/BERT IndexError family; only the BERT variant/pretraining wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime error is not the same as LoRA save/reload mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class attribute errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the reported errors and failure points differ." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor recomputation error is different from a masking/indexing mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding inv_freq/device-materialization bug; one reports the CPU-offload symptom, the other the uninitialized-memory manifestation." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed Zero3 BERT error and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Zero3/BERT IndexError has nothing in common with GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models, different symptoms, no shared bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error on Qwen-3-8B is not the same as AMD GPU support failure for GPT-OSS." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma/Qwen multimodal failures with no concrete shared path." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config mismatch in vLLM is unrelated to Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse-embedding lookup are different Gemma4 problems." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; the second is just a shorter/generalized version of the same version-compat issue." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen3 NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing issue and Qwen3 auto-device assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are model/runtime failures, but the concrete failure modes do not match." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and distinct failure paths." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to the MPS histogram int error." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different integration failures." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy bug and TRL SFT embedding unpacking issue are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 load error and BERT ZeRO-3 load error are similar in theme but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed references and different pages." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram limitation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding unpacking and MPS histogram int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger 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": 922412, + "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": "18d2002748f167052566fde629840704314cb30c1e737a899ed21c300696c9c0", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "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 a mix of unrelated issue reports. Only a few soft edges look like true duplicates: the SigLIP2 regression pair, the Qwen3.5 video-input regression pair, and the trust_remote_code/custom-module loading pair. The rest are broad subsystem similarities but not the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items split into several unrelated bug families. If forced to pick one anchor for the clearest duplicate family, issue:45698 is the broadest representative of the remote-code/custom-module loading problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best issue anchor among the true duplicate candidates because it describes the failure more generally; issue:45632 reads like a narrower symptom of the same cache/path collision.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both are v5-related model issues, but one is int4 memory/OOM behavior and the other is tied-weight handling; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/packing failures, but one is a generic mask shape IndexError and the other is a TRL/Qwen3.5 embedding unpacking issue." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different concrete failures: torch dynamo grouped_mm tracing vs tensor-parallel-only GPT-OSS MoE behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are compatibility regressions, but one is init_empty_weights argument handling and the other is a pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic model regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing errors and missing Float8 storage objects are different failures." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch for Mistral-3 is not the same bug as Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both concern recent-version breakage, but one is remote_code model loading and the other is a torch/transformers compatibility issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the failing shapes and contexts are different (mask indexing vs deepspeed zero3/BertModel init)." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression family, with a feature/token mismatch on Qwen3.5 variants." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation regression causing poor or nonsensical outputs." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Qwen multimodal config unwrapping and rotary-embedding materialization are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issues and remote-code model_class/config_class errors are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different modalities and failure modes: image dtype mismatch vs Qwen3.5/TRl embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight assertion is unrelated to the TRL embedding unpacking failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are different model-specific reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same trust_remote_code/custom-module loading mix-up; 45698 is the broader symptom and 45632 the narrower cache-path collision." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but the model families and concrete failures differ." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash is not the same bug as tied-weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is unrelated to tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and docs wording are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs-command-removal note are not duplicates." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern validation messaging, but one is input_ids/inputs_embeds XOR logic and the other is decoder-input validation for T5; different code paths." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and different symptoms." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and GraniteMoEHybrid invalid method calls are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the many weak similarities. The accepted soft edges are plausible duplicate families, and the rejected pairs are mostly justified by distinct titles/symptoms rather than overclaiming identity. No pull-request mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 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": 922412, + "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": 922412, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": "611fe7f745854538a3063f177a8c665fad0d4a999c1081eb2d6b14be45a6e45a", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "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 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.", + "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_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)." + }, + { + "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." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo track-leak bug and Gemma4 device mismatch are unrelated failures in different models/subsystems." + }, + { + "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." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different models and different failures: sparse-layer construction vs FSDP2 `shared_kv_states` rebuilding." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated: MPS histogram support error vs broken Nemotron example." + }, + { + "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." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from SDPA fallback are different failure modes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." + }, + { + "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`." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regression classes: GLM-4.7-Flash unit-test loading vs Qwen3.5 checkpoint serialization." + }, + { + "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." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are unrelated." + }, + { + "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." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization breakage and `resume_from_checkpoint` step \u0917\u0923\u0928\u093e 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." + }, + { + "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." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different problems." + }, + { + "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." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow token conversion and CodeLlama leading-space round-trip regression are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline breakage and tokenization changes are different issues." + }, + { + "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." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline language return bug and `from_pretrained` inside Python 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." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and non-template-node compile error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version compatibility and Gemma4 forward device mismatch are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compiler template-node error are different failures." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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." + }, + "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": 922412, + "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": "llm", + "cache_hit": false, + "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": "8fbb95d0983763c9233bb9e81c1be58ee1b4ed82a1a52ce2ebf19080cda8e1fb", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38009, + "estimated_input_tokens": 9503, + "estimated_eval_tokens": 19262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct issues that only look similar because many are Transformers v5 regressions or loading/model-init bugs. I would not merge any of the soft pairs as duplicates; they are different concrete failures in different code paths or different models.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43632 is the best representative of the cluster because it is a broad, central Transformers v5 internal-state regression with clear discussion, and several other nearby issues are also v5 init/loading breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the strongest anchor issue for the cluster's main theme, even though the other items are not true duplicates; it best captures the shared v5 regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs Transformers v5 _is_hf_initialized flag regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model/runtime bugs: Qwen3Moe FineGrainedFP8Config vs PagedAttentionCache linear_attention crash on Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different models; same broad area but not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/benchmark issue is unrelated to TokenizersBackend post-processor update behavior." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer junk and the other is custom model initialization; not the same concrete code path." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to Qwen2.5-VL iterable-dataset multi-image failures." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend packaging/mapping problems: torch extra install vs missing tensorflow_text backend entry." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio preprocessing area, but the unsupported center arg crash and _torch_extract_fbank_features issue are not the same underlying bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to Jupyter/custom-model initialization regressions." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different multimodal/tokenizer bugs: Qwen2.5-VL iterable dataset handling vs mistral_common continue_final_message." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compile error and GraniteMoEHybrid invalid method are different failures." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but one is a gguf_file API break and the other is a Qwen2.5-GGUF loading regression; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload/device_map failure is different from Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading failures; only the Transformers v5 timing overlaps." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and MIMI padding-mask batch inconsistency are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to EMBEDDIA/est-roberta tokenizer loading." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to template compilation TypeError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Logging/noise issue and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation mismatch with compiled forward and StaticCache.get_seq_length shape bug are different cache/generation issues." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer junk are distinct problems." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter/custom-model init breakage is not the same as non-persistent buffer serialization corruption." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-states output vs still-image rope index scaling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weight bug in Mistral3 is not the same as device-dependent serialization inconsistency." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and mechanisms: missing padding-mask support vs missing STE in DAC.from_latents." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and unexpected _is_hf_initialized argument during init_empty_weights are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo 640px/224px preprocessing mismatch are different vision bugs." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different loading failures: physical-intelligence/fast vs Mistral tokenizer regex patch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer patch crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping/eval metric handling is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM-125M key error are separate tokenizer/model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention float8/quantization-adjacent failures, but one is Qwen3Moe config init and the other is a missing storage object; 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": 11, + "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: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": "ddb681dc59e40f5cb4c8f6968361819255096a0ab6c6d2ed8b90af2962fac76c", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35693, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster, but a recurring theme is Transformers v5 regressions around model loading/saving. Only the two Qwen3.5 save_pretrained reports look like the same underlying bug; the rest are distinct model- or subsystem-specific failures.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43611 is the broadest and most central of the set: it describes a Transformers v5 loading regression, which matches the main shared theme across many of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best represents the cluster because it is a general Transformers v5 regression report rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Both involve performance/runtime behavior, but one is generation sync overhead and the other is a StaticCache return-type contract bug; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but one is an AddedToken special-argument conflict and the other is a model-specific loading failure in v5; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo's image size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL vision inputs, but one is a video-input regression and the other is a still-image RoPE/position_ids scaling bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and different failure modes: Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction error vs CUDA assert during auto device mapping; no shared underlying bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression where checkpoints are saved incorrectly in Transformers v5, with the later issue narrowing it to visual encoder keys." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids are different regressions." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to noisy model loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention failures are separate subsystems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "General base_model_prefix loading breakage is distinct from non-persistent buffer initialization junk." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is finetuning with multi-image iterable datasets and the other is a RoPE position scaling regression." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite tokenizer ID regression is unrelated to CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is not the same as a tokenizer load failure for a specific model." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage support are different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are distinct compatibility issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are different bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states handling." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a model is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to an accuracy regression after a version upgrade." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-loading problems." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image iterable dataset training failure." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized and non-persistent buffers are separate Transformers v5 regressions, not one bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 / issue:45357, is a plausible same-bug cluster around Qwen3.5 save_pretrained regressions. The rest of the verdicts correctly avoid over-joining distinct model- or subsystem-specific failures." + }, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": 922412, + "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": "llm", + "cache_hit": false, + "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": "3efcb4cf91b57a1fe72b7715fd76a22f2ffc23dcc0944df45b19acccd02c975c", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35654, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issues with only one plausible duplicate pair in the tokenizer space. I\u2019d keep issue 28218 as the canonical representative of that specific added-token spacing regression; the rest of the soft pairs look like related-but-distinct bugs, not mergeable duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:28218 is the most concrete and specific report of the tokenizer added-token spacing regression; issue:29159 is broader and reads more like a symptom-level inconsistency report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best issue anchor for the only likely duplicate cluster here because it names a precise, reproducible tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and failures: BarkProcessor voice_preset vs GenerationMixin import error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention loading/device-type problems, but one is CPU offload device mismatch and the other is bfloat16 dtype mismatch; not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for input_ids/inputs_embeds is unrelated to the zero-loss classification bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription handling and Kosmos2.5 long OCR index errors are different failure paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs a Gemma3n variable-name collision; unrelated code paths." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and symptoms: Qwen video regression vs Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon warmup TypeError is unrelated to stale config.dtype after from_config." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Trainer gather_for_metrics dropping labels is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs pipelines import failure due to kernels dependency; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype persistence and Video-LLaVA missing temporal attention are distinct model-loading/model-architecture issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message regression around pipeline deprecation; the other is a model output issue with AutoModel/pipeline." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5-9B video token/feature mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different concrete failures." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available is a specific API break; the other is a broader remote_code regression report." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper skip_special_tokens decoding are different tokenizer/processor behaviors." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Shape-mismatch indexing error is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch and dtype mismatch in inference are unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to bfloat16 dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video problems: one is processing failure, the other is wrong vision_position_ids." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime v5 translation-task messaging and docs still referencing pipeline() are related thematically but not the same concrete bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe tokenizer added-token handling and inconsistent slow/fast behavior around the same spacing regression." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading-path issues." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve from_pretrained/custom code, but one is a Jupyter notebook breakage and the other is behavior inside Python classes; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Model dtype persistence and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type mismatch is unrelated to text_kwargs overriding return_tensors." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM prediction regression is not the same as a general tokenization change report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 28218/29159 pair is the only clearly plausible duplicate on the tokenizer spacing/slow-vs-fast behavior axis, and the other soft pairs are reasonably separated by subsystem or failure mode. No obvious overstatement or mergeability issue." + }, + "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": 922412, + "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": 922412, + "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": 922412, + "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": "llm", + "cache_hit": false, + "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": "db7082add7546f1e78052067e12883a9a8c28564589d4ade45573253dc3cd062", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem or keyword overlap, not the same concrete bug. I would reject all soft edges and avoid selecting a single canonical issue for the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated tokenizer, multimodal, dtype, config, loading, and generation bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not a duplicate set; the apparent similarity is mostly superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both concern multimodal models, but one is a janus image-generation test failure and the other is a Phi-4 model loading regression; different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "One is about Qwen3 MoE weight conversion with accelerate/deepspeed; the other is about SmolLM3 RoPE layer configuration. No shared root cause." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer errors in both, but one is an AddedToken keyword conflict and the other is a Mistral regex patch crash on a different tokenizer attribute." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related errors, but one is a key error for MobileLLM and the other is a missing Float8 storage type during serialization; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor allocation bug versus a T5 decoder-input validation error; unrelated model families and failure modes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor dependency regression versus tokenizer regex patch crash; different components and fixes." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing versus a DiffusionGemma image-text pipeline failure; both multimodal, but not the same code path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to loading an AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "SmolLM3 RoPE layer count bug versus Qwen3.5 kernel registration crash; different models and mechanisms." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype persistence issue is unrelated to SwitchTransformers/TimmWrapper bfloat16 inference mismatches." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "SmolLM3 RoPE layer selection bug and Qwen2.5-VL temporal position scaling bug are distinct RoPE-related but different implementations and symptoms." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token insertion regression is not the same as CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump issue; the other is stale auto_mappings references causing CI failures." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the Official Nemotron example being broken; no shared concrete failure described." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device mismatch under device_map='auto' is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and BART generate() decoder_attention_mask assignment error are different stack traces and root causes." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying bug and StaticCache sequence-length return-type bug are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation bug is unrelated to flash_attention integration crashing on sink-less models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breaks for tokenizer/model from_pretrained, while the other reports a specific model not loading; too little evidence of the same root cause." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config rejecting granite_speech are both config-related, but they affect different fields and validation paths." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and zero-loss single-label classification are unrelated bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual encoder keys and broad AutoTokenizer wrong-token-ID regressions are separate tokenizer/model-saving issues." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and FA2 long-context performance regression are different failure modes." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoXConfig rotary_pct reload regression is unrelated to JSON-loaded ignore_keys_at_rope_validation type handling." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing and Trainer/_gpu_broadcast_one NoneType broadcasting are clearly different environment/runtime errors." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver non-default-resolution interpolation failure are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": 922412, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36732, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions around tokenizers, config loading, generation, and model-specific v5 breakages. 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": 922412, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": 922412, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": "4a025884af194dde90162a04460d58059d07e87effe6a1516e22bc65c8d852e7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "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": "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint-resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific regressions." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output-embedding reinitialization after resize are separate issues." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation problems in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16 eval dtype mismatch and gradient checkpointing in eval mode are separate training/inference behaviors." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate-time mask bug and adafactor/deepspeed OOM are not the same underlying problem." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": "362f8bc808e6a0a6b35e91fae0315433cf45892b5501b388cdb3c451c8a26089", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "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": "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.", + "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_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." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: example script local dataset loading vs unrecognized model/config 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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel example failure is not the same as Qwen2 tensor-parallel OOM." + }, + { + "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." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention 2 support issue is different from the trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure 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." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different failure than 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." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs kernels import requiring version/revision are separate dependency/import problems." + }, + { + "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." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question is unrelated to the missing transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer image-handling regression is different from an 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." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy is unrelated to image preprocessor/model dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Install extras/backend packaging issue is not the same as the Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk are distinct transformer v5 issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "eos_token_id config inconsistency is unrelated to the sinq quantization save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General Transformers 5 initialization breakage is different from GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "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." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken regression and a janus model test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import being blocked by datasets." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to the Windows ROCm torch.distributed dependency problem." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "928848e31bc6181ccad561d21094d434f1c62f52de166ce7decade5068c147ff", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "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: 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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and different regressions: CLIPVision hidden_states vs Qwen video-input handling." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: one is a missing config attribute, the other is a backend registry error." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video related, but they hit different APIs and different model families." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different subsystems: TensorBoard/TensorFlow backend installation vs a missing import_utils symbol." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus image-generation failure is unrelated to Sam3LiteText auto-mapping references." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different product areas: video-classification pipeline processor lookup vs SAM 3 video output attribute missing." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A 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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Completely unrelated: LlamaConfig head_dim validation vs 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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": "llm", + "cache_hit": false, + "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": "12289f3a00fcf8076c95e94aa66015eb8ef6343c47c1e2a115a656108d57fae7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1778, + "serialized_chars": 922412, + "estimated_input_tokens": 230603, + "estimated_eval_tokens": 461462 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the items span many unrelated bugs, and every soft edge looks like a false positive. I rejected all pairings.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs across different models, tokenizers, pipelines, configs, and runtime environments.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the set is too heterogeneous to usefully collapse to one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor/loader-related, but one is about missing saved files and the other about missing vision backend support; different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-VL-Moe loading bug versus CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Completely unrelated: a Bart generate() UnboundLocalError versus MLflow job status not being reported after training failure." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "One is a video-input regression in Qwen models; the other is a Windows/ROCm import dependency issue." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both touch tokenizer loading, but one is a model-specific load failure and the other is exception masking when protobuf is absent." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "General flash-attention mention is not enough; one is missing FA2 support for Nemotron, the other is a standalone flash-attention topic with no concrete shared bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: RT-DETR memory not releasing versus MaskGenerationPipeline dropping partial-batch results." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different model families and problems: Qwen3-Next tied-weights warning versus patchtsmixer post_init policy." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tie-word-embeddings warning and the other is a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer-special-token decode bug versus ESM2 model breakage; no shared underlying defect." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a Windows ROCm torch.distributed import error." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Distinct issues: stale cache on second forward pass versus Gemma 4 needing mm_token_type_ids defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-adjacent, but they describe different model bugs with different failing attributes and validation paths." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed, but one is a model-loading issue and the other is a duplicated optimizer step during training." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but one is a dummy Conv2d implementation issue and the other is a config/model-type mismatch warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-embeddings warning." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: stale cache on repeated forward versus flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A Qwen3.5 embedding warning and a stale num_return_sequences warning are separate issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression in DeepSeek-R1-Distill-Llama-8B are different classes of bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Both are API-contract/config concerns, but one is about StaticCache return type and the other about LlamaConfig head_dim validation." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip failure on the \u2581 token." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different endpoints and symptoms." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not evidence of the same bug as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram integer support and missing chat template errors have no common code-path." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Different performance/compile issues: branch divergence under torch.compile versus cache lazy initialization causing recompilation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to a Windows ROCm import-time dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a Chinese report about slower filtering after upgrade do not match." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": "cache", + "cache_hit": true, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": 922412, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "180696742e3b5ea81e380b7f681de0a110fbc7a4077fc5147f56b1d3130c7471", + "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": "These two issues do not appear to be duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory failures after several epochs in RT-DETR v2 training.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes and likely different root causes: shape/mismatch error versus memory exhaustion during training." + } + ] + }, + "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": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "7323e3bc30e6d9a9de235007a293d48f8d3b2ec0d1032fced3e5ea5ef5632c6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are VibeVoice-related feature PRs, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 adds a separate VibeVoice Realtime/acoustic-tokenizer stack and related auto/generation plumbing. They overlap on shared model files because the second PR extends the same model family, but they are not mergeable as one duplicate PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the better canonical PR because it is the original, broader VibeVoice implementation and has substantial review activity, making it the most complete representative of the base feature work.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best overall representative of the cluster because it defines the foundational VibeVoice integration; #42781 is a follow-on realtime variant rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: these are related but distinct feature PRs. #40546 implements VibeVoice generally, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and additional generation/processing changes. They share subsystem files, but not the same underlying bug or single mergeable 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": 2, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "e5242d680e82fd1e481148900d4d454c3e4196f411c402cd0b7c5a8d09a1ae1a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one adds TimesFM covariate forecasting, while the other adds DINOv3 image-classification support. They touch different models, different code paths, and solve unrelated problems; the soft similarity is only at the generic feature-addition level.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the better representative of its own change set because it has more review activity and a narrower, well-scoped model-classification feature, but it is not a duplicate of 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these PRs address different models and unrelated functionality (TimesFM covariates vs. DINOv3 image classification), so they do not fix the same concrete problem 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": 3, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-15", + "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", + "pull_request:46810" + ], + "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:46810", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46810", + "pull_request:44827|pull_request:46048", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "295c2d34c7ed594dd03d297020f0ed673cf509c1e5a954bc81d2de6ba6215446", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 21, + "serialized_chars": 38992, + "estimated_input_tokens": 9748, + "estimated_eval_tokens": 19752 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 21, + "serialized_chars": 38992, + "estimated_input_tokens": 9748, + "estimated_eval_tokens": 19752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a duplicate set. The only clear duplicate is the pair of `fixed_cross_entropy` patches that both add supported `cross_entropy` kwargs (`weight` and `label_smoothing`) for the same issue. Everything else targets different models, docs, tests, or infra changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the best canonical representative: it has the explicit issue target (`#43240`), a clear fix title, and the most review activity among the near-identical loss-helper patches.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest representative PR in this cluster because it directly references the tracked issue and implements the same concrete `fixed_cross_entropy` fix as its duplicate counterpart.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different artifacts: Mistral tokenizer missing methods vs adding the MobileLLM model package. Same broad library, not the same bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions vs an ExecuTorch dynamic-shape export test. Different code paths and goals." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes vs a new model implementation. Not the same underlying issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs plumbing vs MobileLLM model addition. No shared concrete fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy helper fix vs Mistral4 test/model work. Different subsystems and bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test coverage vs Mistral4 test fixes. Similar \u2018tests\u2019 label only, not same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing vs adding MobileLLM. Unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code vs fixing `cls.config` resolution order. Different functionality." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-capture refactor. Not the same concrete code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs a model-creation skill/docs bundle. Shared theme of model work, but not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon forward refactor vs Mistral4 test fixes. Different model and different issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests/model fixes vs CLIP-style `layrnorm`\u2192`layernorm` renaming. Different bug class." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model work vs chat response parsing overhaul. Completely different areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Mistral4 tests vs Apple Silicon/safetensors docs update. Docs-only vs model test changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46810", + "accept": false, + "reason": "Mistral4 test fixes vs hub-kernel version bump. Same repo area only at a very broad level." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests/model fixes vs a model-creation skill branch. Not the same underlying artifact." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill/docs tooling. Related domain, but not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific test fixes vs a generic `cls.config` resolution fix in modeling utils. Different bug and code path." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46810", + "accept": false, + "reason": "TDT loss kernel integration vs updating the `aiter-rope` kernel version. Different kernels and functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model fixes vs adding a TDT loss kernel. Not the same underlying issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same helper, `fixed_cross_entropy`, to pass supported kwargs (`weight` and `label_smoothing`) into `nn.functional.cross_entropy` for the same tracked issue. They are functionally duplicate fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, `pull_request:43251`/`pull_request:43254`, is supported by shared file, shared issue target, and the same `fixed_cross_entropy` kwargs fix. The other pairwise rejections are appropriately cautious and do not overclaim duplication from broad topical similarity. Canonical PR selection is also defensible based on explicit issue linkage and review activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "28448287e2440d35f753458dd67af391dcc156ada3609514357abf9f30b96a30", + "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": "Two open workflow-maintenance PRs overlap in GitHub Actions files, but they target different action families and different upgrade goals: one is a Node 24 compatibility sweep for core workflow actions, the other upgrades Docker build-push actions and related workflow versions. They are related maintenance, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader umbrella upgrade and its title clearly states the compatibility goal across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster since it covers the larger, more central GitHub Actions compatibility update rather than a narrower Docker-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow dependency upgrades, but they change different actions (core GH actions vs docker/build-push-action) and address different maintenance work, so they are not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "9cb7559f3d30f2ff502f2305b3493a903e7d7ffeb791465c789533e521738177", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24617, + "estimated_input_tokens": 6155, + "estimated_eval_tokens": 12566 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24617, + "estimated_input_tokens": 6155, + "estimated_eval_tokens": 12566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs that happen to share Transformers boilerplate (docs, auto mappings, registration). The only plausible duplicate pair is the two Step 3.7 Flash PRs; the rest are distinct model additions or an unrelated distributed-config change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the cleaner canonical representative for the only true duplicate-like pair: it is the main Step 3.7 Flash model-addition PR, while 46658 is a WIP/support-script branch around the same model.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best overall representative because it is the most concrete, self-contained model implementation in the only accepted duplicate pair; the other PRs are different models or a separate infrastructure feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registry files are boilerplate, not evidence of the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2). Overlap is limited to common registration/documentation plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different targets entirely: ViT NEPA model addition vs CTSM model addition." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "A model-addition PR and a distributed configuration PR are not the same bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model additions with different codepaths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are separate model integrations; shared infra files are not enough to merge them." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Model addition vs distributed-config feature; different problem domains." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions, not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model integration and distributed config are unrelated." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are different model additions with different architectures and codepaths." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model integration is unrelated to the distributed config PR." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both are about Step 3.7 Flash, share the same model registration surface, and look like overlapping work on the same underlying model integration." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "17ace2f51bdc4879fd0e4dcee41a6240001a32a537e663bfc7c93b024c7451f6", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23165, + "estimated_input_tokens": 5792, + "estimated_eval_tokens": 11840 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23165, + "estimated_input_tokens": 5792, + "estimated_eval_tokens": 11840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: the PRs cover unrelated fixes in Whisper decoding, backward-compat aliases, test-only edits, FP8 dequantization, doctest cleanup, generation validation, CI infrastructure, and typo cleanup. I do not see a true duplicate set here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46539 is the clearest standalone bug fix in the set: it addresses a concrete CI/runtime issue for Phimoe integration tests with targeted environment and test harness changes. The other PRs are either unrelated code paths or mostly docs/tests cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 46539 is the best representative because it has a specific failure mode, a focused fix, and a coherent change set; the rest are too mixed or too superficial to serve as a better canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but they are different models and different fixes; this looks like unrelated test churn, not the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/test fixes are unrelated to FP8 dequantization and Mistral/model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different concrete issues: Whisper batch/timestamp decoding versus generation watermarking validation and broader generation fixes." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat aliasing for tie_weights is unrelated to a broad typo-cleanup PR; no shared code-path bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-file edits in CLIP/ViT do not match the Phimoe CI memory-limit and test-harness fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The PRs affect different subsystems and different failure modes; one is test edits, the other is a dequantization/runtime fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These are not the same underlying bug; one is test-only CLIP/ViT edits, the other is a generation config/runtime validation fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Both mention tests or fixes broadly, but the actual changes are unrelated: model test edits versus typo cleanup across many files." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "Shared soft similarity is only because both are substantial PRs; the code paths are unrelated FP8 dequantization versus CI/test infrastructure." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different problems in different areas: FP8 quantization/dequantization versus generation validation and Whisper-related changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "These are not mergeable as one fix; FP8/runtime logic and typo cleanup do not address the same concrete bug." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest markdown cleanup is unrelated to a large typo-fix PR; they do not share the same underlying change or bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/Whisper validation fixes are unrelated to Phimoe integration test CI memory handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "809363989a899b3d763c77bcffeaf64bbafcbcdf60f843f9b4a991e0d8477df4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated '[don't merge]' test PRs: one changes setup/dependencies and versioning, one rewires several CI/commenting utilities and tests, and one switches a security-gate workflow trigger. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different code paths and CI/test infrastructure, so there is no single duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "No strong best PR for deduplication; 43532 is the broadest CI-related change, but it is still not the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Setup/dependency/version edit vs. workflow trigger edit; unrelated changes." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared Vit test filename looks incidental; the main edits are setup/dependency/versioning versus CI workflow plumbing." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they modify different workflows and code paths, so they are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "a8eb8c616750c22718b82e68d260b65317ae38f3c538d61b8ba0b8c43908eb8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate feature PRs with overlapping segmentation pipeline scaffolding, but different targets and model families; they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they share integration boilerplate but implement different features.", + "best_issue_reason": null, + "best_pr_reason": "If one had to be the representative, 43613 is the broader segmentation integration, but it is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Both are segmentation-pipeline additions, but they target different tasks and code paths: concept segmentation (SAM3-focused) versus visual segmentation (SAM/SAM2/EdgeTam/SAM3 tracker). They are not the same underlying change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "0eb50862c62c50abc7b22f36ac616a4a196901770a37e82c1bdaecfece075d71", + "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": "The two open PRs both touch `src/transformers/trainer.py`, but they implement different trainer hooks: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are file-level neighbors, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 addresses loss scaling in `training_step`, while 43663 adds `_get_signature_columns` for column filtering; they fix different problems.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other, so there is no single best PR representative for a shared bug/change cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different code paths and goals: gradient-accumulation loss scaling vs. signature-column extraction. They should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "bcca15862280a76c366b84dabf4f452769d0970e38b5633bedc2a2468f974270", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different PRs against the same file in the CLI server, but they fix different NameError/type-annotation problems: one is about future annotations/runtime typing cleanup, the other is specifically about `TypeAdapter` when pydantic is absent. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the better representative because it has the clearer, narrower bug description and an explicit issue target; it addresses the specific `TypeAdapter`/pydantic-missing path rather than a broader annotation cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the strongest standalone PR in this cluster: it directly targets the concrete runtime failure mode, has an explicit linked issue, and is more self-contained than the broader typing-related PR 43656.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: they touch the same file but fix different underlying bugs. 43656 is about enabling forward annotations / typing cleanup for CLI serve, while 43842 specifically fixes `TypeAdapter` import/annotation behavior when pydantic is not installed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "dac0aef02de5db99922fea970ecc43753d08a937b3c571e63de9508da735b18e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75094, + "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 broad wave of standardized output-tracing refactors across different model families. Most pairs are not duplicates because they touch different architectures/code paths; the only strong duplicate-like matches are within the same GPT-J/CodeGen branch and the GPT-Neo branch.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present; among the PRs, 44722 is the strongest representative because it targets the same GPT-J/CodeGen output-tracing refactor, touches the core shared files, and appears to be the most complete iteration.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best cluster representative for the concrete GPT-J/CodeGen output-tracing change: it aligns with the shared issue target, overlaps the same files as the closest matches, and reads like the most consolidated version.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same umbrella issue target, but different models (FNet/CVT vs GPT-J) and different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; only the shared tracking issue matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same concrete code path and could be combined into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet output-tracing refactor versus EfficientNet output-tracing refactor; related theme, not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet versus GPT-J/CodeGen; same theme but unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; no shared underlying bug or change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 versus DeBERTaV2; only the output-tracing framework is common." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; same pattern, different concrete implementation." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output-tracing on the same file and look like the same refactor in different iterations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families with different forward paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; shared refactor style only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output-tracing refactor is unrelated to GPT-J/CodeGen output-tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; not the same code-path problem." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different architectures and fixes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; only the tracing style overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo refactor versus GPT-J/CodeGen refactor; different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; same pattern, different concrete fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; not the same underlying bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT versus ImageGPT; shared output-tracing theme only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; different architectures and fixes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; different code paths and model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet versus SegFormer; only the standardized tracing pattern is shared." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; different concrete refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44074", + "accept": false, + "reason": "MPT versus TextNet; unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 versus TextNet; different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files; strong duplicate/collapse candidate." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing PRs and look like the same underlying change in different iterations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; shared issue target is too broad to make these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT versus RegNet/ResNet/RT-DETR; same issue umbrella, different model fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT versus SpeechT5; unrelated model-specific work." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 versus SpeechT5; different code paths and architectures." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 versus ViT; same tracing pattern but not the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative about soft edges. The true-duplicate calls are limited to clearly mergeable same-family iterations (GPT-J/CodeGen and GPT-Neo), while the false calls mostly rely on different model families/code paths, which the diffs support. The representative PR choice is also reasonable given the shared files and later, more consolidated GPT-J/CodeGen refactor." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 39, + "review_unit_index": 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": "f6520ac52e85198eaeabaf831d9b696907de9e8b33fa75b1e29317fe9032a58d", + "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": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all touch the same broad theme\u2014migrating model forward passes to standardized output capture\u2014but they are separate, model-specific refactors. They do not look like duplicate fixes or mergeable into one PR across different architectures.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change targets a different model implementation and code path, so they are distinct refactors rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR #44073 is the clearest representative of the cluster because it has an explicit, focused title and a concrete model-local refactor to output tracing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models and files (FocalNet vs ImageGPT). Same migration pattern, but not the same underlying bug or code path." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Different architectures (VisualBert vs TextNet) and different forward/output behavior changes. Similar refactor theme only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert; these are separate model-specific output-tracing refactors, not one shared fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet touch different model implementations and forwarding logic, so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; the edits are analogous but not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5. Both involve output handling refactors, but they are separate model-local changes and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "94bb7125bb95b0c5058accd4afd2f07127e7025f573e249b7b4f8628537f50e4", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all follow the same high-level refactor pattern (adding `can_return_tuple` / output-capturing support), but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the broadest representative of the cluster, touching two related depth-anything model files and applying the shared output-tracing refactor; 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similar decorator/import cleanup only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated implementations; this is the same refactor pattern, not the same concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` vs `codegen` targets different architecture code; they are not mergeable as one PR for a single bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are separate model code paths; the overlap is only the output-tracing refactor style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated models; shared refactor theme is not enough to indicate one duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files (`mobilenet_v1` vs `upernet`); these are independent output-tracing updates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are distinct model implementations; no shared concrete bug path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` differ in architecture and call path; only the refactor motif matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are separate model stacks; not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated code paths; similar tracing cleanup, but not one concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "These target different model families (`vision_text_dual_encoder` vs `upernet`) and cannot plausibly be merged as a single PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are separate implementations; same theme, different underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are unrelated model paths; not a duplicate bug or fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are distinct models with distinct forward contracts; these are independent refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` do not share the same concrete code path, despite both changing tracing-related behavior." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are separate model code paths; similar API cleanup only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated model implementations; the overlap is only in output-tracing refactoring." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are different subsystems; not the same underlying bug or fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated models; they share a migration pattern but not a duplicate change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` touch different model internals and output contracts; too different to consolidate as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are separate model paths; the changes are only superficially similar." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated model implementations; same refactor style, different fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` do not share the same concrete code path or bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are distinct model stacks; not mergeable into one duplicate PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; similar output-tracing refactor, not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate code paths; no shared underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated models with different forward logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are distinct model implementations; only the tracing refactor motif is shared." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` target different code paths and output signatures; not a duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated architectures; same high-level refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers and forward paths; not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` do not share a code path; they are just similarly phrased refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are separate model families; not duplicate PRs." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths; no single bug/change spans both." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are different model implementations; similar tracing cleanup only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are distinct subsystems; not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model code paths; same refactor motif, different fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different models with different forward behavior; not a duplicate." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are unrelated architectures and output contracts; these are independent refactors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "ff00fa0e51b24d3e041119f6b9159620ded37ceae35092b1b8e51fbe714e2e02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). They share some Transformers integration files, but they do not describe the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better canonical PR because it has an explicit issue target, a clearly bounded scope, and a concrete model-specific implementation for Voxtral TTS. PR 44662 is a separate PenguinVL integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the strongest representative of its cluster: it is explicitly tied to issue 45027 and has a focused, self-contained change set. PR 44662 is unrelated beyond shared framework plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these are distinct model implementations for different products and code paths. Shared auto-registration/docs files are expected for model onboarding and do not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "06247986862f17375813dc1e5da2ffe83174ad70244c72ea8f609ba6aacb44b0", + "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 PRs are related in the broader module/kernel-fusion area, but they target different changes: one introduces a new module fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integrations.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "44979 is the more foundational change because it adds the module_fusion API and tests; 45363 is a separate follow-on feature that consumes related machinery but does not fix the same underlying problem.", + "best_issue_reason": null, + "best_pr_reason": "44979 is the best representative of the cluster because it defines the core abstraction rather than a specific downstream use case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same concrete change: 44979 adds a general module fusion API, while 45363 implements a specific n-to-1 kernel fusion path via KernelConfig and model integration." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "2c239bcc1287dcab1dfb44298eea135a05c5b8755418fd3faaf6efeca9bfd1e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral regex patch AttributeError in the same file and under the same issue target; the later PR adds tests and is the more complete representative.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger canonical PR: it fixes the same AttributeError as 45086, includes test coverage, and appears to be the more complete implementation of the same change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR candidate because it targets the exact same bug, has the same core code fix, and adds regression tests, making it the most complete and merge-ready version.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in tokenization_utils_tokenizers.py; 45317 is essentially a superset with tests, so these can plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "fc30c1809846d8c96945668c58d57c407d700492acc3709a190417c23bc7345a", + "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": "All three items are pull requests about Nemotron model support, but they address different changes: a NemotronH refactor/conversion mapping update, a broader NemotronH/Dense/Sparse architecture split, and an unrelated Nemotron 3.5 ASR addition. None of the soft pairs look like the same mergeable fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45569 is the best representative because it is the broadest and most central NemotronH change, introducing the dense/sparse split and updating the backward-compatible dispatcher/docs around that refactor.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the strongest standalone PR in the cluster: it covers the main architecture restructuring and supersedes the narrower NemotronH refactor in pull_request:45115, while the ASR PR is clearly separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related theme, but not the same concrete change. 45115 focuses on NemotronH conversion/key renaming and GraniteMoeHybrid-compatible structural mapping; 45569 is a larger model split into NemotronH/Dense/Sparse with docs, auto-mapping, and new modules. They overlap in subsystem but are not mergeable as one PR." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different model families and different code paths: 45569 is NemotronH architecture refactoring, while 46565 adds Nemotron 3.5 ASR streaming and associated ASR-specific files/tests. No evidence they fix 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": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a39b8a0173bb81afa31a999b9a7f803d740f67bc5d5151780d4548097067d87d", + "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 PRs are related on the same heterogeneous-modeling effort, but they are not duplicates: one introduces per-layer heterogeneous config support, while the other adds broader heterogeneous model/runtime support and uses that config plumbing.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change, touching cache/modeling/masking paths needed for heterogeneous models, so it is the better representative of the overall feature area.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the most suitable cluster representative because it covers the wider end-to-end heterogeneous modeling support rather than only the config mixin wiring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same concrete change: 45333 adds heterogeneous configuration support, while 45332 adds broader per-layer heterogeneous model support and runtime integration. They could coexist as separate PRs rather than one merged duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "3743dd68b2bdf9540edc4f25a973dd866982285ab9608c8cad693ddce776ebe0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are type-checking related, but they target different changes: one broadly adds typing fixes across many Transformers modules, while the other adds new typing helper protocols and adjusts a smaller set of modeling/PEFT-related code paths. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45415 is a broad repository-wide typing cleanup, while 45425 introduces specific shared typing abstractions and related fixes in different code paths.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the more focused, self-contained change, but it is not a duplicate of 45415; 45415 is the broader sweeping typing pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying work. 45415 is a large typing sweep across many files; 45425 adds typing protocols/helpers and touches model-loading/PEFT-related code. Shared type-checking files are not enough to 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": 21, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "94fb633df4d078c67233c5b119b559b477c65223e4374a7b1f4311e312758a0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are about cached forward/use_cache behavior, but they target different model families and different bugs: one fixes multi-token cached forward in Qwen3.5/OLMo hybrid linear attention, the other fixes Mamba2 CUDA kernel behavior when seq_len > 1. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is more canonical because it has an explicit issue target, a narrower bug description, and a focused fix in one code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative of the cluster because it is a concrete, self-contained bug fix with a clear issue link; PR #45513 is broader and spans multiple model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs in different architectures: Qwen3.5/OLMo hybrid cached linear attention vs Mamba2 CUDA-kernel use_cache handling. Same broad cache theme is not enough to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "cf8f2eabe51f7abbb7b8275a2d1decc11c669cf2c95f4372cf4ac6072f22b826", + "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 are related EP-loading fixes, but they target different failure modes: one is about DeepSpeed ZeRO-3/accelerate launch loading, the other about FSDP2 rank-0 broadcast overwriting expert weights. They share `modeling_utils.py` and the EP theme, but they are not the same underlying bug or mergeable change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests fix distinct code-path bugs with different mechanisms and affected components, so neither should be treated as a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the better representative of the cluster only in the loose sense that it is the broader EP-loading fix, but it still addresses a different bug than #45548 and should not absorb it as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, while #45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. Different root cause, different affected path, not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "df960ec7363d2500df0e1f49e6ed4146d07f0537eec2b827ed4bccccf6ac0466", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision in `testing_utils.py`; PR 45645 is the broader, more complete change because it includes the core fix plus CI log collection updates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core `captured_info` xdist-safe fix from 45639 and extends it to preserve and aggregate CI debug artifacts, making it the most complete representation of the underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it addresses the same underlying bug and also fixes the downstream CI workflow behavior that consumes the captured debug logs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They fix the same concrete xdist collision in patched testing debug output; 45645 appears to subsume 45639\u2019s `testing_utils.py` change and adds supporting workflow handling, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "016cfbf24507b3adec13b989a113ddc7e986cc3b45ec0df6a2d9cd80ef7070be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter-rule implementation PRs that overlap in transformer model files but target different rules (TRF003 vs TRF018), so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46259 is the stronger representative of the cluster if one must be chosen: it implements a distinct, broader modeling rule (TRF018) and has the larger, more mature change set. However, it is not a duplicate of #45720.", + "best_issue_reason": null, + "best_pr_reason": "PR #46259 is the best single PR in this set because it is the more substantial and clearly scoped rule implementation. PR #45720 addresses a different rule (TRF003), so the two cannot be merged as duplicate fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different code-change intent; shared model files only reflect broad coverage, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "691f89e37551de3303b456c196d9e2f82b78f8030693e253c80646f5732dd161", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one is a broad model/runtime change set plus CI secret plumbing, while the other is a test migration focused on kernel/model tests. The overlap is only superficial at the repo level.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the better representative of the cluster because it carries the more substantial code-path changes and broader review activity; PR 46100 is a narrower test-migration effort and does not match the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the strongest global representative here due to its broader scope and more consequential functional edits, whereas PR 46100 is primarily test infrastructure/migration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these PRs address different workstreams. 45932 modifies model implementations and CI secrets, while 46100 adds kernel/DDP test scaffolding and migrates tests; they do not appear to 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": 27, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "c6e2e60eda77018edc4caf0c427d800cdf40cfd4e8aec775da10857e5b1b024c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap on a few distributed-module files, but they do not describe the same concrete change. PR #46126 is a focused EP/trainer integration patch for MoE routing and distributed config, while PR #46269 is a broad distributed branch/base PR spanning FSDP, MoE, tensor parallel, model loading, CI, and integrations. This looks like shared subsystem work, not duplicate PRs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical change: it is narrowly scoped, has a specific feature intent, and the diff preview matches the title. PR #46269 is too broad and appears to be a base/aggregation branch rather than one discrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative for this cluster because it has the clearest single-purpose change and the strongest title-to-diff alignment. PR #46269 is a broad umbrella PR and is not a good canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames are not enough here. #46126 focuses on EP router/trainer integration, while #46269 is a much larger distributed branch PR touching many unrelated areas. They do not look like the same underlying bug or change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "aea02ff320dca1e079351488770390e64ae4e9847c757120a17b219c0af5155d", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of superficially similar workflow-chore PRs, but they fix different files and different problems. Despite high textual similarity, they are not true duplicates and should not be merged together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster spans multiple distinct workflow changes across unrelated CI paths, so there is no one PR that correctly represents a duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest representative of the cluster only because it is the most substantive security-gate workflow change, but it still does not duplicate the other PRs and should not be treated as a merge target for them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: self-comment stdin piping vs security-gate checkout/check logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows; one updates comment handling, the other changes PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes in different workflows; not the same bug or code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Self-comment CI input handling is unrelated to security-gate secret scoping." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow chores, but they modify different jobs and different command handling paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "ssh-runner hardening is unrelated to benchmark_v2 dispatch behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different concerns: SSH runner secrets/hardening vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows; no shared concrete failure mode." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner changes are unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow paths and different fixes; not mergeable as one PR." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they address unrelated jobs and triggers." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "anti-slop permissions and assign-reviewers checkout ref are unrelated workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different behavior changes; not the same underlying bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "anti-slop permission scoping is unrelated to security-gate file-diff checking." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "assign-reviewers checkout ref and benchmark dispatch support are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and command handling; no shared code path." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "assign-reviewers base-ref checkout is unrelated to PR CI security checks." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch gating and build-ci commit-message parsing are separate workflow behaviors." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow jobs and different purposes; not a duplicate fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "build-ci-docker-images message parsing and PR CI security-gate logic are distinct changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes; similarity is only topical." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete changes: checkout/diff checks vs permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one adds security checks and the other only documents a reusable workflow assumption." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but one changes security-check logic and the other changes secret inheritance semantics." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow, but they solve different problems and are not one mergeable fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different PR CI security-gate changes: permissions/conditions vs secret inheritance." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Documentation note vs secret scoping change are not the same underlying bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow updates in different files and code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated fixes; no duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "169c9a23f2393052c5fdde51f020dd94776b80e41a7513008d583c13c7911870", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about replacing ad hoc source-file reading with safer introspection, but they fix different code paths and different behaviors: one in import_utils for module/resource resolution, the other in modeling_utils for attention-implementation capability detection. They are related in theme but not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the two PRs address separate source-reading call sites with different concrete bugs, so neither subsumes the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the better representative of the cluster because it has the more explicit bug fix pattern and includes tests, but it still stands as a separate change from PR 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same broad theme (avoiding open() for source inspection), but different modules, functions, and runtime paths; they do not appear mergeable into one PR as the same underlying bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "6229dd03b7e9daeaee57a866e8b7301446818c6159f16ee3bda82a57f982a541", + "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 SDPA-dispatch feature PRs, but they target different model families and different code paths (T5 vs wav2vec2/audio stack), so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Different concrete implementations for different architectures; same broad theme (SDPA support) is not enough to treat them as the same PR or same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 33, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "ab31a45ff88726bea4842db67d8d1ac24166751efb03d211137454714c79ed12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same off-by-one bug in the sliding-window right boundary for Moonshine streaming-style attention masks, changing the right window check from `< right_window_size` to `<= right_window_size`.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it is the broader, more complete fix: it covers the Moonshine streaming code plus a related Gemma4 location and adds test coverage, whereas 46310 is the narrower Moonshine-only version.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative of the cluster because it appears to address the same concrete boundary bug with additional coverage and validation, making it the most complete candidate for the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary bug; both patches make the same code change (`<` to `<=`) in the mask logic and could plausibly be combined into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "6475c6e8327037bd06d6b2edf1b2dbd776d347e090cf6ac18ba486ac5a7b66f9", + "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": "These two PRs are unrelated: one adds multimodal support to continuous batching internals, the other adds the HunYuan VL model stack and docs/tests. They do not look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the stronger canonical PR candidate because it is a complete, well-scoped model addition with broad supporting files and substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the best standalone PR because it represents a concrete, self-contained feature addition rather than an in-progress infrastructure refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different domains and code paths: continuous batching multimodal infrastructure vs adding a specific VL model, its processors, docs, and tests. They are not plausibly one mergeable fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "1d95654ce2ed9f8c898b34efb571698fa2bac34dacd7dbdec0249a6507bfccfe", + "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": "Two unrelated PRs: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They do not look like duplicates or a single underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and code paths: CodeLlama decoder behavior on decode vs checkpoint-specific tokenizer-class routing for DeepSeek models. They touch different files and are 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": 36, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "6f6dadd55e316155ea28ac60af1a337d793e94ed287ce46e444a4e69ebc3f7a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer PRs, but they address different changes: one moves `MistralConverter` into a dedicated integration package, while the other adds tekken tokenizer detection/conversion/save utilities. Shared files reflect the same subsystem, not the same fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader functional change and a better representative for the cluster; PR #46603 is a narrower code move/refactor of `MistralConverter` into `integrations/mistral/`.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best standalone PR to track because it introduces the concrete tokenizer behavior change, whereas #46603 is mainly a package-organization refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Do not merge: they target different underlying work. #46603 relocates `MistralConverter`; #46604 adds tekken tokenizer detection, conversion, and save utilities. Same area, but not 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": 37, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773" + ], + "prepared_review_unit_hash": "a000d17b7f02b33108a10baf7a0d3050a7cb9720e8411acf3d9d9b5ee08ac2e7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7500, + "estimated_input_tokens": 1875, + "estimated_eval_tokens": 4006 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7500, + "estimated_input_tokens": 1875, + "estimated_eval_tokens": 4006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three PRs are about different bugs: chunked-prefill/speculative decoding in Mamba2-style mixers, padding-mask handling for batch-size-1 in linear-attention models, and QuantizedCache construction for hybrid SSM+attention models. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46773 is the clearest representative item: it has a specific bug, a targeted code fix, and a test, but it still addresses a different problem from the other two PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46773 is the most self-contained and clearly scoped fix among the three, with explicit behavior change and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different underlying problems: one fixes chunked-prefill/speculative decoding in model mixers, the other fixes QuantizedCache layer construction for hybrid models. They touch different code paths and would not merge into one PR." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Both are model-forward edge-case fixes, but for different bugs: cached-state handling in Mamba2/Zamba2/Nemotron-H versus padding-mask application in linear-attention models. Not 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": 38, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "84428579adafe40adec4e31fd68f5a41a8ae94675d51c3f3badb79afbc6fc6b3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 15629, + "estimated_input_tokens": 3908, + "estimated_eval_tokens": 8072 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 15629, + "estimated_input_tokens": 3908, + "estimated_eval_tokens": 8072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related empty-conversation fixes for chat templating, but only the closest same-function variants should be linked; broader multi-path or guard-style-only changes are better treated as related rather than duplicate.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46793 is the broadest representative fix: it covers multiple chat-template entry points and includes regression coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46793 is the strongest standalone solution because it addresses the widest set of empty-conversation code paths and adds tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46753", + "right": "pull_request:46791", + "accept": false, + "reason": "Same bug family, but 46753 raises an explicit ValueError while 46791 only adds a preemptive length guard; not close enough to call duplicate." + }, + { + "left": "pull_request:46778", + "right": "pull_request:46794", + "accept": false, + "reason": "Both target empty conversations, but the implementations differ and are only softly similar rather than the same concrete fix." + }, + { + "left": "pull_request:46778", + "right": "pull_request:46789", + "accept": false, + "reason": "46778 adds an explicit ValueError with tests; 46789 only guards the indexing path, so this is related but not the same change." + }, + { + "left": "pull_request:46778", + "right": "pull_request:46791", + "accept": false, + "reason": "Explicit ValueError fix versus empty-list guard; same issue, but not the same implementation or clearly mergeable as one PR." + }, + { + "left": "pull_request:46789", + "right": "pull_request:46791", + "accept": false, + "reason": "Both are guard-style fixes, but the packet does not show them as the same concrete change; too weak for a duplicate link." + }, + { + "left": "pull_request:46789", + "right": "pull_request:46794", + "accept": false, + "reason": "Related empty-list guards in the same area, but not enough evidence that they are the same implementation." + }, + { + "left": "pull_request:46791", + "right": "pull_request:46794", + "accept": false, + "reason": "Very similar guards, but the evidence only supports soft similarity, not a clear duplicate or single mergeable fix." + }, + { + "left": "pull_request:46793", + "right": "pull_request:46794", + "accept": false, + "reason": "46793 spans additional code paths and files, so it is broader than the simple tokenization-only guard in 46794." + }, + { + "left": "pull_request:46753", + "right": "pull_request:46778", + "accept": true, + "reason": "Same concrete empty-conversation ValueError fix in apply_chat_template; only the wording and test details differ." + }, + { + "left": "pull_request:46791", + "right": "pull_request:46793", + "accept": false, + "reason": "46793 is broader and touches more entry points, so this is related work rather than the same change." + }, + { + "left": "pull_request:46753", + "right": "pull_request:46793", + "accept": false, + "reason": "Same underlying bug, but 46793 adds broader coverage across other paths; not the same PR-level change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The high-level summary is mostly grounded, but several soft-edge accepts are too strong for the packet. In particular, 46778|46791 and 46791|46794 are supported only by soft similarity; the diffs are not clearly the same implementation (46778 raises a ValueError with tests, while 46791/46794 only add an empty-list guard). 46793 also spans additional code paths, so calling these pairs plainly duplicate or clearly mergeable is stronger than the evidence shown. The cluster can be viewed as related empty-conversation fixes, but the pairwise verdicts should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 39, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/manifest.json b/snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..91a0bcfda31182e343442a665a31c08835850712 --- /dev/null +++ b/snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260622t120018z", + "artifacts": { + "hybrid": "snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-22T12:07:32Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260622T120018Z", + "variant": "hybrid" +} diff --git a/snapshots/20260622T120018Z/manifest.json b/snapshots/20260622T120018Z/manifest.json index ca7c2e85d400ed24ff3ab560439eb16daf8db68d..452a0c917c430b01eacbae26d3dbe9807d753a84 100644 --- a/snapshots/20260622T120018Z/manifest.json +++ b/snapshots/20260622T120018Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1236 }, "extracted_at": "2026-06-22T12:00:18Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260622t120018z", + "runs": { + "hybrid-model-20260622t120018z": { + "analysis_id": "hybrid-model-20260622t120018z", + "artifacts": { + "hybrid": "snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260622T120018Z/analysis-runs/hybrid-model-20260622t120018z/manifest.json", + "model": null, + "published_at": "2026-06-22T12:07:32Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260622T120018Z", "watermark": {