diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index c10ac483531c01858ac173752c992bb1a2181fa7..4194e18c8b476dc0d3e7d8de6868866c8c97fdf0 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": "20260602T180035Z", - "generated_at": "2026-06-02T18:08:13Z", + "snapshot_id": "20260603T000024Z", + "generated_at": "2026-06-03T00:09:15Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1855,6 +1855,87 @@ } ] }, + { + "cluster_id": "cluster-46326-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46326.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46326, + "canonical_pr_number": 46330, + "issue_numbers": [ + 46326 + ], + "pr_numbers": [ + 46330, + 46353 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46330, + "right_pr_number": 46353, + "code_similarity": 0.434, + "size_similarity": 0.466, + "file_overlap": 1.0, + "area_overlap": 0.019, + "patch_similarity": 0.229, + "shared_filenames": [ + "src/transformers/tokenization_mistral_common.py", + "tests/test_tokenization_mistral_common.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_mistral_common.py", + "left_ranges": [ + [ + 1185, + 1194 + ] + ], + "right_ranges": [ + [ + 1055, + 1062 + ], + [ + 1173, + 1186 + ] + ] + }, + { + "filename": "tests/test_tokenization_mistral_common.py", + "left_ranges": [ + [ + 919, + 953 + ], + [ + 1393, + 1404 + ] + ], + "right_ranges": [ + [ + 34, + 39 + ], + [ + 901, + 912 + ], + [ + 1325, + 1337 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1914,6 +1995,56 @@ } ] }, + { + "cluster_id": "cluster-46315-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46315.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46315, + "canonical_pr_number": 46323, + "issue_numbers": [ + 46315 + ], + "pr_numbers": [ + 46323, + 46359 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46323, + "right_pr_number": 46359, + "code_similarity": 0.514, + "size_similarity": 0.229, + "file_overlap": 0.5, + "area_overlap": 0.846, + "patch_similarity": 0.15, + "shared_filenames": [ + "src/transformers/tokenization_python.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_python.py", + "left_ranges": [ + [ + 687, + 699 + ] + ], + "right_ranges": [ + [ + 687, + 697 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -1973,77 +2104,31 @@ ] }, { - "cluster_id": "cluster-43656-2", + "cluster_id": "cluster-44002-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43656, + "canonical_pr_number": 44002, "issue_numbers": [], "pr_numbers": [ - 43656, - 43842 + 44002, + 44029 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -2352,15 +2437,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2387,6 +2463,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2432,6 +2517,24 @@ ], "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-46315-3", + "canonical_pr_number": 46323, + "duplicate_pr_numbers": [ + 46359 + ], + "target_issue_number": 46315, + "reason": "PRs in cluster-46315-3 are treated as duplicates because they converge on issue #46315 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46326-3", + "canonical_pr_number": 46330, + "duplicate_pr_numbers": [ + 46353 + ], + "target_issue_number": 46326, + "reason": "PRs in cluster-46326-3 are treated as duplicates because they converge on issue #46326 with closing_reference evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 30a6d3e93767a41c07652bab5ef92feb677d47fe..8efa871110f792f5881c5b7321c53948de7f745a 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": "20260602T180035Z", - "generated_at": "2026-06-02T18:08:13Z", + "snapshot_id": "20260603T000024Z", + "generated_at": "2026-06-03T00:09:15Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -136,400 +136,466 @@ "issue:45823|issue:46294", "issue:45237|issue:45901" ], - "prepared_review_unit_hash": "4b91606b18ab02b69bdfd5cb81637fd5e35da55367f4665505e4953e57139c01", + "prepared_review_unit_hash": "175b1e7ccd259605956ec0ded9e352b9a035a7d9aaa320043d0ae12b44b4bf66", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 67, - "serialized_chars": 47832, - "estimated_input_tokens": 11958, - "estimated_eval_tokens": 24172 + "serialized_chars": 47825, + "estimated_input_tokens": 11957, + "estimated_eval_tokens": 24170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated model/backend/docs issues. I only see one strong duplicate pair: the two DeepSpeed ZeRO-3/BERT IndexError reports. Everything else is too loosely related to merge safely.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43596 is the earliest and cleanest report of the exact ZeRO-3/BERT IndexError; issue:43638 reads like a later re-report of the same failure mode.", + "summary": "This cluster is mostly a grab-bag of unrelated model-specific bugs, dtype/device issues, docs regressions, and distributed-training failures. The only clear duplicate pair is the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43596 is the best representative of the duplicate ZeRO-3/BERT index-0 out-of-bounds bug: it is specific, clear, and earlier than 43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best representative issue here because it has the clearest error signature and the strongest duplicate match.", + "best_issue_reason": "issue:43596 is the strongest cluster representative because it captures the shared ZeRO-3/BERT failure mode in the cleanest form.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different problems: config attribute missing vs streaming chat/completions failure." + "reason": "Different failures: missing Qwen3.5 config field vs streaming chat/completions API error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and different backend errors; only a vague hardware/backend overlap." + "reason": "Different subsystems: GPT-OSS AMD GPU failure vs MPS histogram on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model-specific dtype mismatch vs AMD GPU support failure." + "reason": "Different bugs: image preprocessor/model dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are backend/runtime issues, but they are different model/code paths and errors." + "reason": "Autocast dtype mismatch is unrelated to the GPT-OSS AMD GPU issue." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE/model bugs; no evidence of the same failing code path." + "reason": "Different code paths: AMD GPU incompatibility vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures; not the same bug." + "reason": "Different models and errors: Qwen-3 NVFP4 runtime failure vs AMD GPU issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and different failure modes." + "reason": "ONNX export error vs Qwen3Moe FineGrainedFP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug vs auto device-map CUDA assert are unrelated." + "reason": "Different failures: ONNX export vs Qwen3 auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs outdated RAG docs; not the same underlying issue." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they cover different removed docs/features." + "reason": "Both are docs regressions, but they concern different removed features and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue and GenerationMixin import error are unrelated." + "reason": "ONNX export problem and GenerationMixin import breakage are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume problems; no shared concrete bug." + "reason": "Qwen3.5 unpacking failure and resume-training/trust-remote-code issue are different." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape IndexError is not the same as Gemma4 PLE device mismatch." + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failure modes." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the failing code paths and symptoms differ." + "reason": "Both are IndexError reports, but the model/path and root symptom differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed/BERT init bug is unrelated to resume-with-trust-remote-code." + "reason": "ZeRO-3 Bert loading bug and resume-training/trust-remote-code issue are unrelated." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different model and different error; no duplicate evidence." + "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different IndexError context and likely different triggering condition." + "reason": "Different concrete bugs: Bert ZeRO-3 init error vs mask/index shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask IndexError vs GPT-OSS TP issue are unrelated." + "reason": "Mask shape IndexError and GPT-OSS MoE TP issue are different." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template failure is unrelated to resume/trust-remote-code." + "reason": "Video StopIteration and training-resume/trust-remote-code are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different failure modes and code paths." + "reason": "ZeRO-3 Bert init error does not match the training-resume issue." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config field regression vs training-resume issue are unrelated." + "reason": "Missing pad_token_idx after v5 and resume-training failure are different problems." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor preset bug and ONNX export bug are unrelated." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed, but the concrete errors and model paths differ." + "reason": "Collective mismatch on Jamba vs Bert ZeRO-3 index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same exact ZeRO-3/BERT IndexError; 43638 looks like a later duplicate report." + "reason": "Same underlying ZeRO-3/BERT index-0 out-of-bounds failure; only the model description differs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both are user-facing correctness complaints, but about different models and bugs." + "reason": "DeepSeek detokenization bug and LoRA save/reload inconsistency are unrelated." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel bug are unrelated." + "reason": "Liger kernel cross-entropy call and GPT-OSS TP failure are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime problem and different failure signature." + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to the LoRA merge/reload mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed-related training errors, but not the same concrete bug." + "reason": "Both involve DeepSpeed, but they are different failures: weight shape vs collective mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP size mismatch is different from a mask shape IndexError." + "reason": "FSDP checkpointing tensor-size mismatch and mask-shape IndexError are different." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same component family, but different triggers: CPU offload forward path vs meta-to-empty materialization." + "reason": "Same module, but different bugs: CPU-offload incompatibility vs uninitialized inv_freq after to_empty." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT/ZeRO-3 init crash is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Bert ZeRO-3 loading bug and GPT-OSS TP issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to CustomTrainer signature breakage." + "reason": "FSDP checkpointing mismatch and CustomTrainer signature change are unrelated." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Different model/runtime issues; no same underlying bug." + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are different." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Different models and different runtime errors." + "reason": "Expensive reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." }, { - "left": "issue:43828", + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig missing field and Mistral regex patch crash are different failures." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and reverse embedding lookup are distinct bugs." + }, + { + "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Different model-specific dtype/NVFP4 failures." + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." }, { - "left": "issue:43716", + "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different device/backend issues on different models." + "reason": "Autocast dtype mismatch and MPS histogram Int limitation are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different training path and different model-parallel bug." + "reason": "Qwen3.5 embedding unpacking failure and GPT-OSS TP issue are different." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different models and errors: Mistral dtype mismatch vs Qwen-3 NVFP4 runtime failure." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU support issue and outdated RAG docs are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1/transformers incompatibility and USE_DISTRIBUTED=0 breakage are different issues." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and distributed-disabled PyTorch support are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same ZeRO-3 symptom, but Gemma3 and Bert loading paths are not the same concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 auto device-map cuda assert are different." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different removed APIs; both are docs cleanups, not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage import error and USE_DISTRIBUTED=0 support break are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral dtype mismatch and MPS histogram Int error are different failures." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime error is unrelated to TRL SFT embedding unpacking." + "reason": "Qwen-3 NVFP4 runtime failure and Qwen3.5 SFT embedding unpacking are different." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Different MoE/backend problems; not the same bug." + "reason": "GraniteMoEHybrid invalid method and MPS histogram Int error are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Cross-entropy/Liger Kernel issue is unrelated to TRL SFT trainer behavior." + "reason": "Liger kernel cross_entropy call and Qwen3.5 SFT embedding unpacking are different bugs." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading issue is not the same as BERT ZeRO-3 init crash." + "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error look similar but are model-specific and not clearly the same bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5, but they refer to different removed items." + "reason": "Both are docs regressions after v5, but they refer to different removed content and should stay separate." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal model bugs and different errors." + "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different backend/device compatibility issues with no shared concrete code path." + "reason": "Torch autocast dtype mismatch and MPS histogram Int limitation are different." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRl training bug vs MPS MoE histogram issue are unrelated." + "reason": "Qwen3.5 SFT trainer failure and MPS histogram Int limitation are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different model/runtime failures; not duplicates." + "reason": "Liger kernel cross_entropy invocation and autocast dtype mismatch are different bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature break are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing/FSDP issue is unrelated to GenerationMixin import breakage." + "reason": "Activation-checkpointing FSDP mismatch and GenerationMixin import error are different." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Model-on-AMD runtime failure vs outdated RAG examples are unrelated." + "reason": "AMD GPU incompatibility and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call and mask shape IndexError are unrelated." + "reason": "Liger kernel cross_entropy and tensor-mask shape mismatch are different issues." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Version incompatibility reports, but about different package combinations and failure modes." + "reason": "Different compatibility problems: torch/transformers versioning vs distributed-disabled build support." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 breakage." + "reason": "PaddleOCR-VL/vLLM loading failure and USE_DISTRIBUTED=0 support break are unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 loading issues, but they involve different models and error paths." + "reason": "Both are ZeRO-3 index errors, but the model and trigger differ enough that they are not clearly the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model-specific regressions with different failure modes." + "reason": "Gemma3 config attribute error and Qwen3 auto device mapping cuda assert are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs topics and different removals." + "reason": "Different docs leftovers from v5 removals; not the same underlying issue." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage error vs distributed-mode incompatibility are unrelated." + "reason": "Float8 storage import problem and distributed-disabled PyTorch support are different failure modes." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mismatch forward bug and video chat-template token mismatch are unrelated." + "reason": "Gemma4 device mismatch and Qwen3.5 video token mismatch are unrelated." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime issue vs task crash in table QA." + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the 43596/43638 pair is the clearest duplicate candidate, and the rest of the cluster is conservatively treated as unrelated. The soft-edge verdicts stay on the cautious side and do not overclaim duplicates." + "feedback": "Grounded overall. The representative choice of issue:43596 is well supported by the packet, and the cluster summary stays conservative. The only accepted soft edge, issue:43596 vs issue:43638, is a plausible duplicate based on the shared ZeRO-3/BERT index-out-of-bounds error wording. The remaining soft-edge rejections are generally cautious and not overstated." }, "evaluator_used": true, "retried": false, @@ -630,8 +696,8 @@ "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:43541|issue:45161", - "issue:44805|issue:44918", "issue:44387|issue:45005", + "issue:44805|issue:44918", "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", @@ -642,295 +708,295 @@ "issue:43541|issue:44589", "issue:41093|issue:43596" ], - "prepared_review_unit_hash": "d62bb2a541375df4fba0a070d7f7f38f81fb0ef905454502f1911f290feb39b6", + "prepared_review_unit_hash": "cd44865aa3afb16df1241fdbd5d48aa36236624586292d7a3a9bdc89379c2002", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 42, - "serialized_chars": 39562, - "estimated_input_tokens": 9891, - "estimated_eval_tokens": 20038 + "serialized_chars": 39565, + "estimated_input_tokens": 9892, + "estimated_eval_tokens": 20040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, but it does contain two likely related issue families: the tokenizer regression around Granite/Qwen-related models, and a Qwen3.5 video-input regression. The evidence here supports cautious duplicate-family grouping rather than hard certainty. No PRs are present.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45920 is the best canonical issue because it is the broadest open report in the tokenizer-regression family and directly subsumes the narrower Granite-specific instance.", + "summary": "This set is mostly a grab-bag of unrelated issues. I only see two plausible duplicate pairs: the AutoTokenizer wrong-token-id regression and the Qwen video-input/template regression. Everything else looks like distinct bugs or different code paths.", + "confidence": 0.63, + "canonical_issue_reason": "Issue #45920 is the broadest and most representative report of the shared AutoTokenizer wrong-token-ID regression across multiple model families; #45812 is a narrower Granite-specific instance of the same symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest global issue representative since it is open, broad, and clearly covers the most supported duplicate subgroup in this packet.", + "best_issue_reason": "#45920 best captures the underlying tokenizer regression because it describes the widest affected set and the same v4\u2192v5 breakage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure modes; no convincing same-bug evidence." + "reason": "Different model families and failure modes: Voxtral processor failure vs Gemma4 PLE device mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated Liger cross-entropy path vs Qwen video apply_chat_template failure." + "reason": "Unrelated areas: Liger Kernel cross-entropy usage vs a Qwen video StopIteration error." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." + "reason": "Detokenization bug in DeepSeek coder vs documentation/examples drift; not the same underlying issue." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression family; 45812 is a narrower Granite-specific manifestation of the broader wrong-token-id issue in 45920." + "reason": "Both report the same tokenizer regression: wrong token IDs across model families after the v4\u2192v5 change." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure and documentation/example cleanup are not the same underlying bug." + "reason": "NemotronH checkpoint loading problem vs outdated RAG examples; unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are version breakages, but the concrete incompatibility and code path differ." + "reason": "Both mention breakage in recent versions, but the concrete problems and code paths differ (remote_code vs USE_DISTRIBUTED=0)." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are load failures, but they involve different models and different root causes." + "reason": "Checkpoint corruption vs model implementation loading failure; not the same bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model loading/runtime error versus a docs/examples issue." + "reason": "Model-loading TypeError in init_empty_weights vs outdated examples; unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the USE_DISTRIBUTED=0 regression." + "reason": "bitsandbytes Int8Params incompatibility is a different dependency issue than distributed PyTorch support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "They both mention sliding-window concepts, but the model and specific bug differ." + "reason": "Both mention sliding_window, but they affect different models and likely different config paths." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading problems with no clear shared code-path." + "reason": "GLM-4.7-Flash test loading failure is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar IndexError wording, but different models, triggers, and failure contexts." + "reason": "Both are ZeRO-3 IndexErrors, but the exact failures differ (mask/tensor shape mismatch vs size-0 index error) and likely stem from different paths." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure is unrelated to the table-question-answering crash." + "reason": "Whisper loading/run failure is unrelated to a table-question-answering task crash." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Both are regressions, but they are different incompatibilities and not the same bug." + "reason": "Torch version incompatibility is not the same as a pydantic/PretrainedConfig field regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3/BERT index error is unrelated to the torch/transformers compatibility breakage." + "reason": "Two separate version-compatibility/model-init issues; no shared concrete bug is evident." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and different symptom classes." + "reason": "DeepSeek detokenization and table QA crashes are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Unrelated model-loading failure versus pydantic/config regression." + "reason": "Whisper runtime failure vs pydantic config regression; different code paths." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but the concrete failures are different and do not look like the same bug." + "reason": "Both involve Qwen3.5, but one is a transformers-chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different runtime/model-loading issue versus task-level table QA crash." + "reason": "Init-empty-weights loading TypeError is unrelated to table QA crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Shared version era, but the underlying model/config bugs are unrelated." + "reason": "Gemma3 sliding_window_pattern and Gemma4 device-mismatch are different issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weights regression and checkpoint corruption are different issues." + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming failure and MPS histogram error are unrelated code paths." + "reason": "Qwen3.5 streaming inference failure vs an MPS histogram operator error in MoE models; unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different MoE/runtime failures with no clear common root cause." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS Int histogram issue." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are runtime/dtype-adjacent, but not the same bug or change." + "reason": "Different runtime failures: grouped_mm tracing vs autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Different error types and different model paths." + "reason": "Voxtral processor failure and template compilation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure is unrelated to Gemma3 sliding-window-pattern regression." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/version incompatibility is not the same as the device-map forward mismatch." + "reason": "Torch/Transformers version incompatibility is unrelated to Gemma4 device placement." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but the model context and trigger are different." + "reason": "Similar ZeRO-3 IndexErrors, but they point to different symptoms and model-loading paths." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "vLLM model-load failure and GGUF support request are not the same underlying issue." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to GGUF gpt-oss support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic field regression are different config problems." + "reason": "StableLmConfig missing pad_token_idx is not the same as a pydantic PretrainedConfig field regression." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/model-parallel problems, not one shared bug." + "reason": "Torch dynamo grouped_mm failure and GPT-OSS TP-only issue are different bugs." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Both involve input handling, but the specific errors and code paths differ." + "reason": "Int4 quantization OOM is not the same as tied-weights issues on translation models." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Quantization OOM and tied-weights regression are unrelated." + "reason": "Both are tensor/indexing complaints, but the model/task contexts differ and the underlying bug is not clearly shared." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch is not the same as the streaming chat API failure." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming inference failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized error is distinct from the pydantic-field regression." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to the pydantic PretrainedConfig field issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF support request versus chat streaming failure; not the same bug." + "reason": "GGUF gpt-oss support and Qwen3.5 chat streaming are unrelated." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/video-adjacent, but the models and failure modes differ enough that this is not a safe duplicate." + "reason": "Mistral-3 image preprocessor dtype mismatch is a different issue from Qwen3.5 video token/template mismatch." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window model bug is unrelated to the pydantic config regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are compatibility regressions, but they concern different breakages and code paths." + "reason": "Remote_code breakage and torch 2.4.1 compatibility are different versioning issues." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same Qwen3.5 video-input regression family; 46294 looks like a concrete apply_chat_template manifestation of the broader bug in 44479." + "reason": "Both describe the same Qwen video-input regression: video features/tokens mismatch in the chat-template path across Qwen VL variants." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime issues." + "reason": "Grouped_mm tracing failure vs missing Float8 storage type are unrelated." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but they arise under different models and initialization flows." + "reason": "Both are index errors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 size-0 loading issue for Bert; not the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering read is mostly grounded, and \"No PRs are present\" is correct. However, the summary overstates certainty by calling the two subgroups \"clear duplicate subgroups\" when the packet only gives soft-similarity evidence and no deterministic linkage. In particular, the Qwen3.5 video-input pair (44479/46294) looks related, but the evidence shown here supports a cautious \"likely same family\" characterization rather than a definitive duplicate claim." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the issue titles: the AutoTokenizer v4\u2192v5 wrong-token-ID regression (#45812/#45920) and the Qwen video input/template regression (#44479/#46294). The remaining pairwise rejections are appropriately cautious and do not overclaim shared root causes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1031,20 +1097,20 @@ "issue:44910|issue:45859", "issue:42947|issue:44387" ], - "prepared_review_unit_hash": "9ce68f1dced2ddc4782979c8a279fd24f546b28a2395ab18923edbaf796dfe57", + "prepared_review_unit_hash": "aa509e56c36384a155b289a33d57de9dbc5afdbd3c3d2e7b6d0b2dabea58b6cd", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37142, + "serialized_chars": 37141, "estimated_input_tokens": 9286, "estimated_eval_tokens": 18828 }, @@ -1053,210 +1119,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer bugs across different models and subsystems. The only clear duplicate group is the Transformers 5.x non-persistent-buffer regression: 43644, 43950, 44534, and likely 45902. The SigLIP2, Qwen3.5, Gemma, and quantization/offload reports look related at a broad theme level but not the same concrete bug.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43950 is the best representative of the duplicate set because it states the underlying regression directly (`register_buffer(persistent=False)` corruption after `from_pretrained`) rather than just a symptom, and it matches the closest buffer-related reports.", + "summary": "This cluster is mostly heterogeneous: a few related Transformers 5.x regressions and many unrelated model-specific bugs. The only clear duplicate pair is the non-persistent-buffer corruption regression (43950/44534). No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43950 is the clearest and most general report of the non-persistent-buffer corruption regression in v5, and it subsumes the near-duplicate wording in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest cluster anchor: it describes the concrete non-persistent-buffer bug in a way that subsumes the adjacent reports and is clearer than the symptom-only variants.", + "best_issue_reason": "issue:43950 is the best cluster representative because it describes a concrete, actionable regression and matches the only strong duplicate family in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are about SigLIP2 bad outputs, but one is a comparative quality complaint and the other is a concrete AutoModel/pipeline failure; not enough evidence of the same bug." + "reason": "Both involve SigLIP2 quality problems, but one is about text embeddings and the other about AutoModel/pipeline outputs; not the same concrete bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different failure modes: multimodal config unwrapping vs rotary-embedding buffer materialization." + "reason": "Different failure modes: config unwrapping for multimodal Qwen 3.5/3.6 vs uninitialized rotary embedding memory after meta->to_empty(cuda)." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Unrelated issues: missing TensorFlow backend handling vs a torch/transformers version incompatibility." + "reason": "One is a TensorBoard-without-TF backend detection issue; the other is a torch/transformers version compatibility problem." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different models and code paths; image preprocessor dtype mismatch is not the same as TRL SFT embedding unpacking." + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs Qwen3.5 input unpacking failure in trl SFT trainer." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error and Qwen3.5 SFT embedding unpacking are distinct bugs." + "reason": "Unrelated bugs: FSDP weight dimensionality error vs Qwen3.5 embedding unpacking failure." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is wrong module selection after save/load." + "reason": "Both touch custom-model loading, but one is a trust_remote_code cache-path collision and the other loads the wrong custom module after save_pretrained; different bugs." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model initialization in Jupyter is unrelated to flash-attn fallback gating." + "reason": "Jupyter custom-model initialization regression vs flash-attn2 fallback gating; no shared underlying defect." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they affect different models and show different concrete failures." + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a broader translation-model v5 tied-weights issue." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different models and symptoms; no shared concrete code-path bug is apparent." + "reason": "Completely different models and failures: gpt-oss perplexity vs GLM5." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model issues." + "reason": "PagedAttentionCache/linear_attention crash is not the same as the v5 tied-weights regression." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn fallback checks are separate code paths." + "reason": "Qwen2/3 Moe FP8 config failure is unrelated to flash-attn2 fallback checks." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is distinct from tied-weight loading." + "reason": "Quantization/offloading behavior is a different issue from tied-weights handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the docs command removal." + "reason": "A DSA indexer algorithm discussion and a removed-docs command mention are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + "reason": "NemotronH checkpoint loading and translation-model tied-weights regressions are different bugs." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking under TRL and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Qwen3.5 embedding unpacking under trl is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and removed-run-command docs are different issues." + "reason": "A typo in cache strategies is not the same as stale docs about the removed run command." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression and Qwen NVFP4 runtime error are separate failures." + "reason": "Different models and failures: DeepSeek detokenization vs Qwen-3 NVFP4 execution error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures with no shared concrete bug." + "reason": "Qwen-3 NVFP4 execution and GraniteMoEHybrid invalid-method calls do not match." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same Transformers 5.x non-persistent-buffer corruption regression, just described with different symptoms." + "reason": "Same underlying v5 regression: non-persistent buffers are being corrupted/filled with junk during loading/initialization." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both touch SigLIP2, but docs example errors and model-quality/output complaints are not the same bug." + "reason": "SigLIP2 doc-example errors and SigLIP2 text-embedding degradation are related only at a broad model level, not the same bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers are corrupted or filled with junk on load." + "accept": false, + "reason": "Same broad theme of buffer corruption, but 43644 is a general non-persistent-buffer junk issue while 43950 is specifically about from_pretrained corruption; not enough evidence of one concrete duplicate." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 RLHF gradient explosion are different failures." + "reason": "Different models and mechanisms: Phi autocast dtype mismatch vs Qwen3.5 RLHF NaN/SDPA fallback." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected trainer kwarg and ZeRO-3 load index error are unrelated." + "reason": "CustomTrainer signature mismatch and Gemma3 ZeRO-3 loading IndexError are unrelated." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Likely the same non-persistent-buffer bug, manifested through `inv_freq` after meta-to-empty materialization." + "accept": false, + "reason": "Both involve bad tensor/buffer initialization, but 45902 is a specific rotary-embedding uninitialized-memory bug after to_empty(cuda), not the same from_pretrained buffer-corruption regression." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/storage incompatibilities." + "reason": "Different bitsandbytes/storage incompatibilities with different error signatures." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and loading noise are unrelated." + "reason": "Checkpoint corruption and noisy load logging are unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2 reports, but zero probabilities vs worse text embeddings are different symptom sets." + "reason": "Both are SigLIP2-related quality complaints, but one is zero probabilities and the other is degraded text embeddings; no concrete same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error messaging and missing all_tied_weights_keys are unrelated." + "reason": "Bad tokenizer error message for Voxtral and missing all_tied_weights_keys in MolmoForCausalLM are unrelated." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 output-quality complaints and tokenization changes in a version bump are different issues." + "reason": "SigLIP2 text-embedding quality and tokenization changes across versions are different issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 rotary-buffer initialization are unrelated." + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3_5Moe rotary embedding memory initialization are unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attention illegal-memory-access and CPU-offload incompatibility are separate problems." + "reason": "Both are Qwen3.5-related, but one is Flash Attention/position_ids packing and the other is CPU offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient-checkpointing/LoRA ineffectiveness and int4 OOM are different memory regressions." + "reason": "Gradient checkpointing with PEFT LoRA and int4 quantization OOM are different training/memory problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft matches. The non-persistent-buffer cluster around 43644/43950/44534, with 45902 only marked as likely related, is supported by the titles; the rest are appropriately treated as heterogeneous or merely thematically similar." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate family is the non-persistent-buffer corruption regression around 43950/44534, and the remaining soft-edge rejections do not overclaim equivalence from title-level similarity alone. No PR mergeability concerns apply because there are no PRs in the set." }, "evaluator_used": true, "retried": false, @@ -1272,8 +1338,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -1357,20 +1423,20 @@ "issue:43940|issue:45313", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "e89a74dcbcb99a2136ebbd45c0180585026579f6892174cafbf35e6ce12f9245", + "prepared_review_unit_hash": "25fb25541cad9ac6b726d0d6705958ddf5a05a053f354f636548be8cad405201", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36355, + "serialized_chars": 36356, "estimated_input_tokens": 9089, "estimated_eval_tokens": 18434 }, @@ -1379,198 +1445,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of transformer loading/tokenizer regression reports, not a single duplicate set. The strongest common thread is recent v5 loading regressions, but most pairs are model-specific and should stay separate. I only accepted the clearest same-bug pairs.", - "confidence": 0.43, - "canonical_issue_reason": "Issue 45020 is the best umbrella representative of the cluster\u2019s main theme: recent transformers versions breaking model loading, especially around remote_code and related load-time regressions.", + "summary": "Only one soft pair looks like a true duplicate: the v5 docs regression about removed pipeline tasks. The rest are similar at a high level (loading, tokenizer, ZeRO-3, MoE, etc.) but describe different model paths or different failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44509 is the most complete statement of the docs regression, explicitly naming the removed v5 pipeline tasks and matching issue 43827.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most general and reusable issue in the set, so it is the best overall issue representative for triage among these reports.", + "best_issue_reason": "44509 is the clearest actionable issue in the set and the only confirmed duplicate target; it best represents the actual underlying docs bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Both involve loading behavior, but one is a generic noise/UX complaint and the other is a specific model load failure; not the same bug." + "reason": "Generic loading noise vs a specific model load failure; different symptoms and likely different fixes." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failure modes; the titles do not point to the same underlying loader bug." + "reason": "Different models and different failure modes; only the broad theme of loading errors overlaps." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization behavior and a flash_attn import KeyError are unrelated issues." + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import KeyError; unrelated code paths." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 HF-vs-reference implementation discrepancy, with worse text embeddings as a symptom of that mismatch." + "accept": false, + "reason": "Both involve SigLIP2, but one reports lower embedding quality and the other a HF-vs-JAX implementation discrepancy; not the same concrete bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "One is about gradient checkpointing with PEFT LoRA; the other is about Qwen3 MoE memory usage. Different bugs." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to Qwen3 MoE training memory usage." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs a specific model that fails to load; no evidence they are the same defect." + "reason": "Both are loading-related, but one is about noisy messages and the other is a specific tokenizer/model load failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "The first is a specific missing-fields bug in AutoConfig with trust_remote_code; the second is a broad umbrella about remote_code breakages, not the same concrete issue." + "reason": "Specific missing fields with trust_remote_code is not the same issue as the broader remote_code regression." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are distinct model-specific problems." + "reason": "Different models and different config/load failures; not the same underlying bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram-on-int error and Gemma4 PLE device mismatch are unrelated." + "reason": "MPS histogram/int issue is unrelated to Gemma4 device placement mismatch." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "A broken LoRA checkpoint migration issue is not the same as a tie_word_embeddings warning during fine-tuning." + "reason": "LoRA compatibility across hf4.x/hf5.x is not the same as a tie_word_embeddings warning." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are different code paths." + "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing model class and a bitsandbytes Int8Params constructor mismatch are unrelated." + "reason": "Missing import for a model class vs bitsandbytes init keyword incompatibility; different failures." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "A model loading failure and a missing all_tied_weights_keys attribute are not the same bug." + "reason": "GLM4v load failure and Molmo tied-weights attribute error are unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regressions and a Gemma4 device_map forward mismatch are unrelated." + "reason": "Remote_code breakage is unrelated to a Gemma4 device_map forward mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "A tokenizer-mapping edge case in add-new-model-like is different from the broader remote_code loading regression." + "reason": "Tokenizer mapping logic for add-new-model-like is a different bug from the broader remote_code regression." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different directions and likely different loops; not enough to merge." + "reason": "Both are tokenizer performance regressions, but they hit different APIs and do not show the same root cause." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and PLE device mismatch are different runtime problems." + "reason": "Autocast dtype mismatch and PLE device mismatch are different runtime errors." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." + "reason": "Mistral regex patch crash in tokenizer loading is unrelated to flash-attn fallback blocking." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different failure categories; no shared underlying bug is evident." - }, - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "A broad remote_code regression and a tokenizer codec/regression issue are not the same defect." - }, - { - "left": "issue:43742", - "right": "issue:45399", - "accept": false, - "reason": "Model loading KeyError and flash-attn fallback checks are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "A missing lm_head tying bug and a non-persistent buffer corruption regression are different code-path problems." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": false, - "reason": "These are related docs-only pipeline references, but they are different documentation cleanup reports rather than one duplicate bug." + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific bugs." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model runtime failure and a fbank feature extraction issue are not the same bug." + "reason": "Whisper cannot run is too broad to treat as the same concrete _torch_extract_fbank_features() bug without stronger evidence." }, { "left": "issue:43872", "right": "issue:44291", "accept": false, - "reason": "Both mention _is_hf_initialized, but one is a bitsandbytes compatibility issue and the other is an init_empty_weights type error; close in theme but not the same concrete defect." + "reason": "Both mention unexpected kwargs during loading, but the affected classes and arguments differ and the code paths are not clearly the same." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion/load behavior and an Ovis2 corrupted checkpoint are unrelated." + "reason": "Qwen3 MoE weight conversion/loading and an Ovis2 corrupted checkpoint are unrelated." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 failure and bitsandbytes _is_hf_initialized incompatibility are different bugs." + "reason": "FP8 config failure and bitsandbytes init incompatibility are distinct issues." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing with LoRA and a missing supports_gradient_checkpointing flag are different issues even if both mention checkpointing." + "reason": "LoRA gradient checkpointing not taking effect is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Both describe the same class of Qwen3-family DeepSpeed ZeRO-3 weight-loading failure, with parameters ending up missing during load; the model variant differs but the underlying loader problem is the same." + "accept": false, + "reason": "Both are ZeRO-3 load failures on Qwen3-family models, but the titles point to different model variants and different missing-weight symptoms; not enough to merge as one bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from Qwen3.5 position_ids is unrelated to the flash_attention sinkless-model crash." + "reason": "RLHF NaNs from position_ids/SDPA fallback and a flash_attention s_aux AttributeError are unrelated failures." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both describe the same v5 docs regression: pipeline task references that should have been removed." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about duplicate links. The umbrella choice for issue 45020 is plausible as a broad representative of the remote_code / loading-regression theme, and the two accepted soft pairs are the clearest same-bug candidates. No obvious overstatement of evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair is the docs regression between 43827 and 44509, which is supported by the titles and the deterministic accept flag. The other verdicts appropriately avoid merging superficially similar issues that appear to involve different models or failure modes." }, "evaluator_used": true, "retried": false, @@ -1586,8 +1634,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -1641,8 +1689,8 @@ "issue:45902" ], "soft_pairs": [ - "issue:36331|issue:41093", "issue:43854|issue:44863", + "issue:36331|issue:41093", "issue:43257|issue:45305", "issue:41553|issue:44991", "issue:41093|issue:44805", @@ -1656,8 +1704,8 @@ "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", - "issue:44560|issue:45685", "issue:43645|issue:43646", + "issue:44560|issue:45685", "issue:43366|issue:44589", "issue:42915|issue:43957", "issue:44560|issue:44918", @@ -1667,246 +1715,246 @@ "issue:44661|issue:45823", "issue:43632|issue:45834", "issue:38175|issue:43994", - "issue:44155|issue:45584", "issue:44560|issue:44805", + "issue:44155|issue:45584", "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", "issue:43317|issue:44756" ], - "prepared_review_unit_hash": "5d3eb8c8d5d28d45656a8c779ab2534bbc3222482d41305e199e48d7f757a820", + "prepared_review_unit_hash": "20925b8a4c9ac9c36bcb9e71fa331e4307618724a63ea4db1a1e51258d4d4dd2", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37670, - "estimated_input_tokens": 9418, - "estimated_eval_tokens": 19092 + "serialized_chars": 37673, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous bug reports; only two soft duplicate pairs stand out: the custom model-initialization regressions and the repeated mask-shape IndexError. Everything else looks like separate model- or subsystem-specific issues.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43646 is the cleanest and broadest statement of the shared custom-model initialization regression, without the notebook-specific framing from 43645.", + "summary": "This is an overbroad, heterogeneous cluster: most items are unrelated regression reports across loading, training, multimodal, and model-specific paths. I only see two true duplicate pairs here: the Transformers 5 custom model initialization reports, and the SigLIP2 bad-output reports.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest, clearest report in the custom-model-initialization subcluster; issue:43645 is a narrower notebook-specific variant of the same regression.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best representative issue in the set because it states the underlying regression most generally and is the most suitable duplicate target among the accepted overlaps.", + "best_issue_reason": "issue:43646 is the best representative issue overall because it describes the underlying custom-model initialization regression in the most general, reusable way.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Different failures and likely different code paths: trainer API keyword mismatch vs a tensor mask-shape IndexError." + "reason": "Different model-loading failures for different models; no evidence of the same bug." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Different problems: one is a model-loading test failure for GLM-4.7, the other is a NemotronH checkpoint-loading bug." + "reason": "Trainer kwarg mismatch vs tensor-mask shape mismatch; unrelated code paths." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen/DeepSpeed, but the concrete bugs differ: weight conversion vs gradient averaging with GAS." + "reason": "Both involve Qwen/DeepSpeed, but one is MoE weight conversion and the other is gradient averaging; not the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading related, but they target different models and different failure modes; not enough evidence of the same bug." + "reason": "Both are tokenizer-related, but they report different models and different failure modes." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same underlying mask-shape mismatch IndexError; 44805 looks like a later/generalized report of the same runtime bug." + "accept": false, + "reason": "Similar error shape, but different reports/models and not enough evidence of one root cause." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both touch Qwen video inputs, but one is a broad regression report and the other is a specific StopIteration symptom; not clearly the same code-path bug." + "reason": "Both are video/Qwen regressions, but the concrete failures differ (video input regression vs StopIteration in embedding/video loading)." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different subsystems and symptoms: PagedAttentionCache/group-type handling vs NemotronH checkpoint loading." + "reason": "Different subsystems and symptoms: cache/group-type crash vs model checkpoint loading failure." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but the titles point to different models and different loader issues." + "reason": "Same broad area (tokenizer/model loading) but different models and distinct errors." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated domains: DeepSpeed training RuntimeError vs image-processor segmentation-map handling." + "reason": "DeepSpeed training error vs image processor segmentation-map bug; unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different bugs in different components: Qwen2.5-VL rope-index scaling vs Qwen3.5-MoE rotary embedding materialization." + "reason": "Both touch rotary/position handling, but they affect different models and different bugs." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF architecture support request vs autocast dtype mismatch; unrelated." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 shared-kv state bug and the other is a device-map mismatch during forward." + "reason": "Both are Gemma4 issues, but one is an FSDP2 attention KeyError and the other is a device mismatch in PLE." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "One is GGUF architecture support; the other is a Qwen3-MoE sliding_window behavior bug." + "reason": "Different Qwen/GGUF versus sliding_window regression; no shared concrete bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are different regressions." + "reason": "Non-persistent buffer regression vs long OCR index error; unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and failure modes: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids handling." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Video-embedding StopIteration and MPS histogram-not-implemented are unrelated bugs." + "reason": "Different model families and different crash mechanisms; not the same underlying bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom model initialization regression; 43646 is just the broader, cleaner wording." + "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is just the notebook-specific manifestation." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video generation StopIteration vs MPS histogram not implemented for Int; unrelated." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and missing Float8 storage are unrelated issues." + "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Both are load/config problems around Qwen-like models, but the concrete bugs differ: FineGrainedFP8Config vs meta-device loading." + "reason": "FineGrainedFP8 MoE failure vs meta-device loading regression; different code paths." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5 video/input behavior, but one is a video StopIteration regression and the other is an embedding unpacking failure; insufficient evidence of one bug." + "reason": "Both involve Qwen3.5, but one is video inference and the other is TRL embedding unpacking; not duplicates." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is not the same as meta-device loading breakage." + "reason": "Import error for a missing class vs meta-device loading regression; unrelated." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel run failure vs GGUF model support request; unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FineGrainedFP8Config failures are different regressions." + "reason": "GenerationMixin import issue vs Qwen3MoE FP8 issue; different failures." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping-name failure and Gemma4 PLE device mismatch are unrelated." + "reason": "Tokenizer-mapping/model-like command issue vs Gemma4 device mismatch; unrelated." }, { - "left": "issue:43638", + "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Both are IndexError reports, but they involve different models and different failure contexts." + "reason": "_is_hf_initialized flag regression vs Kosmos2.5 long-input index error; unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but the reports are too different\u2014zero probabilities vs nonsensical AutoModel/pipeline results\u2014to treat as the same bug." + "accept": true, + "reason": "Same SigLIP2 checkpoint producing bad inference outputs; the two reports differ in wording but point to the same model behavior regression." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "AudioFlamingo3 batched-inference leakage and Whisper empty-transcription generation are unrelated." + "reason": "Different Qwen3.5 video bug vs generic mask/tensor shape error; not the same issue." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Both are runtime errors, but the video StopIteration and mask-shape IndexError point to different code paths." + "reason": "AudioFlamingo3 batch leakage vs Whisper empty-transcription failure; unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config blocking granite_speech and tiny-random glm4v config validation are different config-loading regressions." + "reason": "Config loading strictness issue vs config validation change for a tiny-random model; distinct bugs." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Both involve model init/load failures, but one is a deepspeed zero3 Bert index error and the other is a tokenizer-mapping-name issue." + "reason": "Deepspeed Zero3/Bert index error vs tokenizer-mapping add-new-model-like failure; unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero-sized tensor/indexing with deepspeed zero3 is unrelated to tokenizer mapping registration." + "reason": "Different failures: Zero3 init index error vs tokenizer-mapping issue." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping registration and mask-shape IndexError are different bugs." + "reason": "Tokenizer mapping bug vs mask/tensor index mismatch; no shared root cause." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map offload loading and mmap OOM on Strix Halo are different memory-management issues." + "reason": "Both are memory/offload-related, but one is a device_map dequantized-load failure and the other is a Strix Halo mmap OOM mitigation request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles/body-level signals, and the rejections do not overclaim duplicate status for clearly different failures. No soft-edge verdict appears overstated." + "feedback": "The summary is grounded in the packet: the custom-model initialization pair (43645/43646) is clearly the same regression with one notebook-specific report, and the SigLIP2 pair (38175/43994) is a plausible duplicate at the level supported by the titles. The remaining soft-edge verdicts stay conservative, generally distinguishing different models, subsystems, or failure modes without overclaiming. " }, "evaluator_used": true, "retried": false, @@ -1922,8 +1970,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -2002,236 +2050,243 @@ "issue:45362|issue:45406", "issue:45276|issue:45335", "issue:43404|issue:43454", - "issue:36010|issue:39404", "issue:39692|issue:44960", - "issue:42947|issue:45704", "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:36010|issue:39404", "issue:44402|issue:44488", - "issue:45663|issue:45759" + "issue:45663|issue:45759", + "issue:43873|issue:44387" ], - "prepared_review_unit_hash": "a68231f4a84b7939eeaa36e89e865fcda8c6650b318740b829150e34f1cb827f", + "prepared_review_unit_hash": "425b4e697c8085d452546d33062b60f01d5aed5ede854620875dd69fcb2013b5", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37040, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 32, + "serialized_chars": 37340, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose group of Transformers regression/issues rather than one duplicate set. I only see one clear duplicate pair and one likely same-API regression pair; the rest are related by broad subsystem or model family but not the same concrete bug.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43644 is the clearest, earliest, and most general report for the non-persistent-buffer regression; issue:44534 is just a shortened re-report of the same bug.", + "summary": "This cluster is mostly a mix of unrelated Transformers regressions. issue:43644 is the clearest canonical case and issue:44534 is a safe duplicate of it. The resize_token_embeddings reports in issue:45276 and issue:45335 look related by symptom, but the evidence only shows similar behavior across different model families/embedding paths, so they should be treated as related regressions rather than a confident duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue: it describes the bug most clearly, has follow-on references, and is directly duplicated by issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue because it describes a broad, concrete v5 regression and is the strongest duplicate anchor in the set.", + "best_issue_reason": "issue:43644 is the best representative of the cluster because it is the most concrete, mergeable regression and anchors the one clear duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both involve SigLIP2, but one is an output/probability bug and the other is a docs/example/model-processor mismatch plus quantization failure; not the same underlying defect." + "reason": "Same model family, but one is a zero-probability symptom and the other is a docs/example mismatch plus quantization failure; not the same underlying bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different models and failures: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different models and failure modes: LoRA/Qwen3 MoE compatibility vs BitNet packed-weight loading." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different flash-attention failures; not the same bug." + "reason": "Both are flash-attention related, but the reported crashes and root causes are model-specific and not the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both mention Qwen3, but one is auto device mapping crashing on A800 and the other is FineGrainedFP8Config failure; distinct code paths." + "reason": "Different Qwen3 issues: CUDA assert during auto device mapping vs FineGrainedFP8Config failure." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "One is DeepSpeed ZeRO-3 load failure for language_model, the other is save_pretrained writing wrong visual encoder keys; different directions and symptoms." + "reason": "Both touch Qwen3.5, but one is ZeRO-3 loading and the other is incorrect save_pretrained visual encoder keys." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures for different BERT models, but the titles do not show the same concrete root cause with enough certainty." + "reason": "Both are model-loading complaints, but they are different repositories/models and no shared concrete bug is evident." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Unrelated issues: Qwen3 MoE LoRA training compatibility vs Gemma4 resize_token_embeddings behavior." + "reason": "Unrelated problems: Qwen3 MoE LoRA compatibility vs Gemma4 token embedding resize propagation." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps arithmetic is unrelated to SGD args not being used." + "reason": "Trainer checkpoint-resume math and optimizer argument handling are separate code paths." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same regression: v5 fills non-persistent buffers with junk; the second is a shorter re-report of the same bug." + "reason": "Near-identical regression: Transformers v5 fills non-persistent buffers with junk; the titles describe the same bug and a single fix could cover both." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different problems: Qwen3 MoE FP8 failure vs Strix Halo mmap OOM mitigation." + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated performance/loading issues." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs example mismatch/quantization issue and the other is wrong inference outputs; not clearly the same bug." + "reason": "Same SigLIP2 family, but one is a broken example and the other is nonsensical inference output; not enough evidence of one underlying bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash unit-test load problem vs Qwen3-VL weight-shape mismatch." + "reason": "Different model-loading failures with different symptoms and targets." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and different model families; too broad to call the same bug." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and code paths (LlamaTokenizer vs AutoTokenizer/Granite)." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion is unrelated to GLM-4.7-Flash loading." + "reason": "Qwen3 MoE weight-conversion issue and GLM-4.7 Flash unit-test loading issue are unrelated." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training-memory inefficiency and quantization offloading behavior are different issues." + "reason": "Qwen3 MoE training memory usage vs quantized offloading behavior are different bugs." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model families and distinct loading failures." + "reason": "LoRA/hf4.x-to-hf5.x compatibility and a Qwen3-VL shape mismatch are distinct loading problems." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Qwen3 MoE training memory usage is not the same as increased CUDA reserved memory under int4 quantization." + "reason": "Different root causes: MoE training memory usage vs increased CUDA reserved memory under int4 quantization." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regression reports, but one is buffer initialization corruption and the other is custom-model/Jupyter initialization failure; not the same defect." + "reason": "Both are v5 regressions, but non-persistent buffer junk and Jupyter custom-model initialization are unrelated." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE compatibility issue vs generic resize_token_embeddings bug; unrelated." + "reason": "Qwen3 MoE LoRA compatibility is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash-attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError on sink-less models." + "reason": "Both involve flash attention, but one is illegal memory access from 3D position_ids and the other is an AttributeError on s_aux=None." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/loading failures for different models; not enough evidence of the same root cause." + "reason": "Both are model loading failures, but they concern different model families and no shared concrete code-path bug is shown." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/loading extra_state and init_empty_weights/_is_hf_initialized are separate serialization/init bugs." + "reason": "Saving/loading extra_state and init_empty_weights argument handling are separate serialization issues." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures in different components: transformers chat crash vs serve crash from Gemma4Processor missing _tokenizer." + "reason": "Different model families and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report the same functional bug class: resize_token_embeddings does not propagate to model-specific downstream embeddings." + "accept": false, + "reason": "They share the same API symptom, but the evidence only shows similar resize_token_embeddings behavior in different model families/embedding paths, so this looks related rather than a clear duplicate." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both concern lm_head tying, but they are model-specific reports with different architectures and no clear shared code-path from the titles alone." + "reason": "Both mention untied lm_head weights, but they are different model classes and there is not enough evidence they share one exact bug fix." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + "reason": "SigLIP2 example/documentation problems and GLM5-specific issues are unrelated." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "SigLIP2 example issues and GLM5 are unrelated model-specific problems." + "reason": "Torch version compatibility and meta-device loading failures are different problems." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to T5's apex.FusedRMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA and apex FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading failures are different regressions." + "reason": "GenerationMixin import error and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model is not clearly the same as a load failure for another model." + "reason": "Different model/tokenizer load failures; only a broad 'cannot load model' symptom overlaps." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen 3.5 multimodal config unwrapping." + "reason": "Both involve Qwen multimodal models, but one is an FSDP2 attention state bug and the other is config unwrapping for from_config." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and int4 CUDA reserved-memory growth are related only at a very high level, not the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate pair with strong textual support is 43644/44534, and the 45276/45335 accept is framed narrowly as the same API regression class rather than a broader claim. The rejected pairs are mostly justified by clear model/symptom differences or insufficient evidence from titles alone." + "accept": false, + "feedback": "The canonical/best issue choice around issue:43644 is well grounded, and the 43644\u219444534 duplicate verdict looks safe. However, the summary and soft-edge call on issue:45276\u219445335 are a bit too strong for the packet: the evidence shown is only a high title similarity and a shared API symptom across different model families/targets. That reads more like a plausible related regression than a clear duplicate pair, so I\u2019d want the wording softened rather than calling it a second clear duplicate. The rest of the negative verdicts are conservative enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2263,7 +2318,7 @@ "issue:43716", "issue:43828", "issue:43854", - "issue:43873", + "issue:43906", "issue:43957", "issue:44155", "issue:44164", @@ -2300,7 +2355,6 @@ ], "soft_pairs": [ "issue:45663|issue:45859", - "issue:43873|issue:44387", "issue:44155|issue:45823", "issue:44291|issue:44756", "issue:44292|issue:44912", @@ -2313,14 +2367,14 @@ "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:45684|issue:45698", + "issue:45588|issue:45663", "issue:41720|issue:44155", "issue:44479|issue:44877", - "issue:45588|issue:45663", "issue:43957|issue:44756", "issue:43646|issue:43708", "issue:45812|issue:46315", - "issue:45292|issue:45335", "issue:43645|issue:44164", + "issue:45292|issue:45335", "issue:43828|issue:43957", "issue:44402|issue:44451", "issue:43425|issue:43828", @@ -2331,240 +2385,241 @@ "issue:43611|issue:43645", "issue:43425|issue:45823", "issue:44530|issue:45084", - "issue:43425|issue:43716" + "issue:43425|issue:43716", + "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "772e73853bba3917fcdb728f4d4492e6a23eb80f2e6c2d1fbb2f6d41467dfaf6", + "prepared_review_unit_hash": "efa831b3a717936196e02d15105896fbdce2f1003b9d00a961e37eb34c76204f", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37529, - "estimated_input_tokens": 9383, - "estimated_eval_tokens": 19022 + "serialized_chars": 37556, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions; the only clear duplicate family is the `resize_token_embeddings` regression affecting model-specific embedding/output paths.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45292 is the broadest and cleanest target for the duplicate family: it describes the generic `resize_token_embeddings` failure on output embeddings, while the nearby Gemma4/T5Gemma reports are model-specific manifestations of the same API bug.", + "summary": "Most items are unrelated single-issue regressions. The only clear duplicate-like cluster is the resize_token_embeddings regression across 45276/45292/45335; the rest differ by model, code path, or symptom too much to merge.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45292 is the broadest and most central formulation of the resize_token_embeddings bug; it captures the shared failure mode without model-specific narrowing, making it the best hub for the duplicate cluster with 45276 and 45335.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best canonical issue because it states the underlying API regression in a concise, model-agnostic way and can subsume the related model-specific reports.", + "best_issue_reason": "issue:45292 is the best overall issue candidate because it describes the shared core regression in the most generic way and is the cleanest representative of the only accepted duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different models and different failures: Gemma4 FSDP2 `shared_kv_states` KeyError vs Qwen3.5 MoE CPU-offload rotary embedding incompatibility." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Both involve quantization/offloading symptoms, but the reported bugs are different: offloading with quantization vs increased CUDA reserved memory/OOM under int4." + "reason": "Different models and different failures: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Unrelated bugs: AudioFlamingo3 batch leakage during inference vs Gemma4 PLE device mismatch with `device_map=\"auto\"`." + "reason": "Different subsystems and symptoms: AudioFlamingo3 batched inference leak vs Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different problems: `init_empty_weights` gets an unexpected argument vs mmap-related OOM on Strix Halo." + "reason": "One is an init_empty_weights argument regression; the other is an mmap/OOM platform issue. No shared code-path." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization-related, but one is a runtime error on Qwen-3-8B-NVFP4 and the other is MXFP4 loading falling back to bf16 on a different model." + "reason": "Both involve model loading/quantization, but the affected models and failure modes differ too much to be the same bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Distinct save/load issues: GLM5 model-loading failure vs quantized-by-sinq save_pretrained/from_pretrained corruption." + "reason": "Unrelated model-specific GLM5 topic versus a generic sinq save_pretrained/from_pretrained regression." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "No shared bug: SwitchTransformers sparse-layer construction vs Gemma4 attention state rebuild during FSDP2 training." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "OOM symptoms alone are too broad; these concern different root causes and subsystems (int4 quantization memory vs mmap disabling on Strix Halo)." + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is Strix Halo mmap behavior." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is an eval-mode usage restriction." + "reason": "Both mention gradient checkpointing, but one is ineffective training behavior with PEFT LoRA and the other is an eval-mode prohibition." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` regression: Gemma4-specific missing update to embedding/output layers versus the generic output_embeddings report." + "reason": "Same underlying regression: resize_token_embeddings fails to update the model's relevant output/embedding modules; 45276 is a Gemma4-specific manifestation of the generic 45292 bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different breakages: unit-test loading of a specific model vs Qwen3.5 checkpoint save_pretrained regression." + "reason": "GLM-4.7-Flash load failure and Qwen3.5 save_pretrained checkpoint regression are different model families and different stages of the pipeline." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Completely different issues: gradient checkpointing eval-mode limitation vs RLHF NaN explosion from 3D position_ids/SDPA fallback." + "reason": "No duplicate relation: eval-mode gradient checkpointing restriction is unrelated to Qwen3.5 RLHF NaN/SDPA fallback instability." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap/OOM issue." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both concern custom-model save/load workflows, but one is read-only permission propagation and the other is wrong module resolution after save_pretrained." + "reason": "Both involve save_pretrained/from_pretrained and custom models, but one is about read-only file permissions while the other is about loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash is a different code path from Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batch leakage." + "reason": "Qwen3 device-mapping CUDA assert is unrelated to AudioFlamingo3's batched inference token/embedding leak." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Unrelated regressions: video-input handling for Qwen variants vs strict config blocking granite_speech loading." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash-attention sinkless-model crash is not the same as Gemma4 FSDP2 shared_kv_states rebuild KeyError." + "reason": "Video-input regression in Qwen VL/Qwen3.5 models is not the same as strict granite_speech config loading." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different load-time issues: `torch.device(\"meta\")` model-loading failures vs mmap OOM workaround on Strix Halo." + "reason": "meta-device loading breakage on some models is a different bug from Strix Halo mmap-induced OOM." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume `max_steps` miscalculation." + "reason": "Custom model initialization in Transformers 5.0.0 and Trainer max_steps resume math are unrelated." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers, but one is wrong token IDs for Granite models and the other is a performance regression in `convert_tokens_to_ids`." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same `resize_token_embeddings` bug family: one report says output embeddings are not updated, the other says decoder.embed_tokens is not updated." + "reason": "Tokenizer correctness regression and tokenizer slow-path performance regression are different bugs; same area, not same issue." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization problems are not the same as save/from_pretrained extra_state handling." + "reason": "Jupyter/custom model initialization breakage is unrelated to extra_state save/load handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: 45292 covers output_embeddings generally, while 45335 shows the decoder.embed_tokens manifestation in t5gemma." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different dtype/load problems: autocast dtype mismatch for Phi-tiny-MoE vs meta-device model loading failures." + "reason": "dtype mismatch under autocast for Phi-tiny-MoE is not the same as meta-device model loading failures." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading related, but one is tokenizer vocab-size mismatch and the other is inability to load a specific model." + "reason": "Different model-specific loading/tokenizer issues; no evidence they share a single defect." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility vs a model-specific autocast dtype mismatch are not the same bug." + "reason": "Torch version incompatibility and autocast dtype mismatch are distinct compatibility problems." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different root causes: missing storage object for float8 serialization vs Strix Halo mmap/OOM behavior." + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs NemotronH checkpoint loading." + "reason": "Qwen3 MOE loading with accelerate+deepspeed is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Different compatibility issues: compiled flex_attention on torch >= 2.9 vs Gemma4 PLE device mismatch." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated failures." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to tokenizer-output changes in Transformers versioning." + "reason": "Whisper pipeline return_language regression and tokenizer version-dependent tokenization changes are different areas and symptoms." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom models on Transformers 5.0.0, but one is `base_model_prefix` loading and the other is notebook initialization; not the same concrete bug." + "reason": "Both concern Transformers 5.0 custom models, but one is base_model_prefix loading and the other is Jupyter notebook initialization; not the same bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device-map mismatch are different issues." + "reason": "Torch 2.10 incompatibility is unrelated to Gemma4 device-mapping forward mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to the non-template-node compilation error." + "reason": "PagedAttentionCache invalid group type and non-template node compilation are separate backend/compiler issues." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility is unrelated to the Mistral-3 image preprocessor dtype mismatch." + "reason": "Torch compatibility problems are unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and Qwen3.5 PagedAttentionCache crash are different underlying problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the duplicate-family calls are conservative. The resize_token_embeddings cluster (45276/45292/45335) is the clearest canonical family, and the other soft-edge rejections stay within the evidence visible from titles/body-level cues." + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted cluster is the closely related resize_token_embeddings trio (45276/45292/45335), and the other pairwise rejections are justified by clearly different titles, models, or failure modes. No soft-edge verdict appears to overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -2635,11 +2690,10 @@ "issue:46326" ], "soft_pairs": [ - "issue:43906|issue:44530", "issue:44265|issue:44898", "issue:39404|issue:44912", - "issue:44479|issue:44805", "issue:43901|issue:44509", + "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43425|issue:44918", "issue:44164|issue:45759", @@ -2651,230 +2705,224 @@ "issue:44671|issue:44991", "issue:44991|issue:45081", "issue:43906|issue:46326", - "issue:39404|issue:44671", "issue:44737|issue:45859", "issue:44164|issue:44479", + "issue:39404|issue:44671", "issue:44488|issue:45081", "issue:43582|issue:43632", "issue:44661|issue:44683", "issue:43611|issue:43644", "issue:40990|issue:43421", - "issue:32090|issue:39404", "issue:43716|issue:45084", + "issue:32090|issue:39404", "issue:46050|issue:46326", "issue:44488|issue:44987", "issue:43643|issue:44530", "issue:34567|issue:40444", "issue:36032|issue:42915" ], - "prepared_review_unit_hash": "030e32045fca3f75f9947f655a20c51cb665d05718b90f27f39d18a078631a65", + "prepared_review_unit_hash": "48e3576fa983ba319b1101af7201bff61a0853be119a7f4254a066dd78a2e3f9", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37051, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "soft_pair_count": 30, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically noisy: many issues mention Transformers v5 regressions, loading, tokenizers, or model-specific failures, but the soft pairs point to different concrete bugs rather than true duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43611 is the most representative broad regression report in the cluster: a generic Transformers v5 model-loading breakage centered on `base_model_prefix`, which best fits the repeated loading-related theme.", + "summary": "These issues are semantically related by broad Transformers v5 / loading-regression themes, but none of the soft pairs appear to be the same concrete bug or change. I rejected all soft edges and picked a broad v5 model-loading regression as the best representative issue.", + "confidence": 0.21, + "canonical_issue_reason": "issue:43611 is the most representative broad regression here: a concrete Transformers v5 loading breakage affecting model instantiation, which is closer to the cluster\u2019s shared theme than the more specialized reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single anchor for this cluster because it describes a core v5 loading regression affecting model initialization, making it the most central and reusable issue reference.", + "best_issue_reason": "issue:43611 is the clearest, most general issue among the set and best fits the overall theme of v5 compatibility regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "Both are inference/runtime problems, but one is an isolated reproduction and the other is a Qwen3.5 PagedAttention cache crash; different code paths." - }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different failures: `torch.export` with `torch_compilable_check` versus Perceiver image classification at non-default resolution." + "reason": "Different APIs and failure modes: torch.export/torch_compilable_check vs Perceiver image classification with interpolation." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline `return_language` regression and GPT-OSS MXFP4 quantization fallback are unrelated." + "reason": "Different models and symptoms: Whisper pipeline return_language regression vs MXFP4 quantization fallback on git-oss-20b." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Qwen video-input regression and a mask shape mismatch `IndexError` are different bugs." + "reason": "Both are docs-related, but they cover different pipeline task deprecations and unrelated behavior gaps." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Both are docs-related, but they cover different pipelines and different stale documentation; not the same change." + "reason": "Unrelated bugs: Qwen video-input regression vs a generic mask shape mismatch IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the template-node compile error." + "reason": "Different code paths and errors: Float8 storage lookup vs template-node compilation failure." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking failure are different problems." + "reason": "Different problems: Torch 2.10 compatibility vs TRL Qwen3.5 embedding unpacking failure." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`save/from_pretrained` extra_state handling and `from_config` text_config unwrapping are separate loading paths." + "reason": "Both involve loading/saving, but one is extra_state handling and the other is composite config unwrapping." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a v5 loading regression and the other is a weight-shape mismatch for a specific checkpoint." + "reason": "Different Qwen variants and distinct loading failures: FineGrainedFP8Config vs weight-shape mismatch." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-method conflict for T5 is unrelated to gguf loading breakage in `from_pretrained`." + "reason": "Different tokenizer/model-loading bugs with no shared concrete code path." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel indexing failure and compiled flex_attention version breakage are unrelated." + "reason": "Different failures: DeepSpeed zero3/Bert index error vs flex_attention compilation on newer torch." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 nonsensical outputs and `ModelOutput` key assignment are different behavior bugs." + "reason": "Different subsystems: model/pipeline output quality vs ModelOutput key assignment semantics." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM behavior." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM avoidance." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different model-specific issues." + "reason": "Different model/tokenizer issues: CamemBERT MLM outputs vs EMBEDDIA/est-roberta tokenizer loading." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading for est-roberta is unrelated to the Mistral regex patch crash." + "reason": "Different tokenizer loading failures for different models and different root causes." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of another issue and a mistral_common `continue_final_message` bug are not the same defect." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline language return regression and CamemBERT masked LM regression are unrelated." + "reason": "Both mention tokenizer-related behavior, but the concrete bugs and affected flows are different." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both touch device placement, but XLNet CPU `arange` and Qwen3.5 MoE CPU offload are different code paths." + "reason": "Different models and problems: XLNet CPU placement bug vs Qwen3.5 MoE CPU-offload incompatibility." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization of `extra_state` and video-input regression are unrelated." + "reason": "Save/load extra_state handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper language-return regression and CamemBERT MLM predictions are unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading `cjvt/sleng-bert` and the Mistral tokenizer regex patch crash are separate tokenizer bugs." + "reason": "Different loading bugs for different tokenizers/models; no same code-path evidence." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup `TypeError` and `_is_hf_initialized` flag breakage are different regressions." + "reason": "Different low-level issues: Apple Silicon warmup TypeError vs HF initialization flag breakage." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-mapping script failure and compiled flex_attention breakage do not share the same underlying bug." + "reason": "Different features entirely: tokenizer mapping/model template generation vs flex_attention compilation." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is base-model-prefix loading and the other is junk in non-persistent buffers." + "reason": "Both are v5 regressions, but they affect different mechanics: model loading prefix handling vs non-persistent buffer contents." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on GPT-OSS and runtime special-token post-processor updates are unrelated." + "reason": "Unrelated issues: perplexity regression vs runtime special-token/post-processor update behavior." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Trainer GPU broadcast `NoneType` error and Whisper pipeline `return_language` regression are unrelated." + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-node compile error are different failures." + "reason": "Trainer GPU broadcast TypeError has no relation to Whisper pipeline language return." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load corruption and mistral_common message-finalization bug are unrelated." + "reason": "Quantized save/load corruption and continue_final_message tokenizer behavior are different bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Loading `cjvt/sleng-bert` and loading `physical-intelligence/fast` are separate model-loading issues." + "reason": "Different models and failure modes; no shared concrete underlying defect." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields with `trust_remote_code` in AutoConfig and Qwen3.5 PagedAttention cache crash are unrelated." + "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 PagedAttentionCache group-type crashes." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset multi-image finetuning are different bugs." + "reason": "TrainerState token counter bug and multi-image iterable-dataset finetuning failure are unrelated." }, { "left": "issue:36032", @@ -2959,11 +3007,11 @@ "issue:43541|issue:45084", "issue:44451|issue:44987", "issue:43644|issue:43646", - "issue:44206|issue:44220", "issue:44464|issue:45987", "issue:43452|issue:43482", - "issue:43317|issue:43482", + "issue:44206|issue:44220", "issue:43883|issue:44488", + "issue:43317|issue:43482", "issue:44849|issue:45325", "issue:36032|issue:43645", "issue:45084|issue:45507", @@ -2989,218 +3037,215 @@ "issue:40444|issue:46326", "issue:36032|issue:43742" ], - "prepared_review_unit_hash": "10874f2cc9356ec518878e016beb1b579bfb0500c2867ff497798c1985d3dc8b", + "prepared_review_unit_hash": "b80d835b49d00dce39d9e7d93457e2a18a315c5c01a76ce3f17cbf600075ce6c", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37939, - "estimated_input_tokens": 9485, - "estimated_eval_tokens": 19226 + "serialized_chars": 37943, + "estimated_input_tokens": 9486, + "estimated_eval_tokens": 19228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated transformer regressions across different models and subsystems. The only clear duplicate-style pair is the Qwen3.5 save_pretrained serialization bug (45216/45357).", - "confidence": 0.84, - "canonical_issue_reason": "issue:45216 is the earlier, broader report of the Qwen3.5 save_pretrained regression; issue:45357 reads like a later refinement of the same checkpoint/serialization bug.", + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers regressions (tokenizers, model loading, generation, audio, vision, export, serialization). The soft-similarity pairs are mostly superficial and do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest regression in the set and the closest anchor for the custom-model initialization / v5 breakage subtheme, even though the cluster as a whole is not a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative because it states the regression generically and is directly corroborated by the later 45357 report.", + "best_issue_reason": "issue:44991 is a concrete, reproducible tokenizer-loading regression with a clear version scope, making it the strongest standalone representative among these mixed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens behavior while the other is empty-transcription generation after align_special_tokens; not the same concrete bug." + "reason": "Both touch Whisper/token handling, but one is about batch_decode skip_special_tokens and the other about empty transcription after align_special_tokens; different failures." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different models and failures: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache linear_attention group-type crash on Qwen3.5." + "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache group-type handling on Qwen3.5." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "One is a grouped_mm tracing failure in Mixtral; the other is a template compilation TypeError. No shared code-path evidence." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to Jinja/template compilation failure." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer/model loading failures, but for different repositories and likely different root causes." + "reason": "Both are model-loading regressions, but they involve different models and likely different root causes." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both mention v5/custom initialization regressions, but one is about non-persistent buffers and the other about custom model init generally; too broad to treat as the same bug." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both are audio feature-extraction related, but the titles point to different failure modes and no concrete same fix is evident." + "reason": "Both are Transformers 5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length returning a tensor instead of int." + "reason": "Chunked generation with compiled forward is a different code path from StaticCache.get_seq_length() returning the wrong type." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a gguf_file API break and the other is a Qwen2.5-GGUF v5 loading regression." + "reason": "One is gguf_file support breaking tokenizer/model loading; the other is Qwen2.5-GGUF loading failure in v5. Different concrete issues." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Dequantized gpu+cpu offload loading failure is unrelated to the Qwen2.5-GGUF v5 load failure." + "reason": "Both are audio feature-extraction issues, but one is unsupported center arg in LasrFeatureExtractor and the other is a _torch_extract_fbank_features problem." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is missing all_tied_weights_keys and the other is a specific model load failure; not the same bug." + "reason": "Different model-loading regressions: missing all_tied_weights_keys on Molmo vs failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload dequantized-model loading is unrelated to Qwen2.5-GGUF loading failure." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different model families and different symptoms: hidden-states output bug vs rope-index temporal position scaling bug." + "reason": "Qwen3.5 output_hidden_states regression and Qwen2.5-VL rope-index scaling are distinct model behaviors." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + "reason": "Tokenizer add_special_tokens conflict is unrelated to notebook custom-model initialization breakage." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "A template-node compilation error is not the same as GraniteMoEHybrid calling an invalid method." + "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method call are different bugs." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both touch backend registration, but one is missing TensorFlow in the torch extra and the other is an unsupported tensorflow_text backend; different issues." + "reason": "Backend packaging/install issue for TensorFlow is not the same as a backend-mapping error for tensorflow_text." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batch-vs-single mismatch are different bugs in different pipelines." + "reason": "Audio processor sampling-rate default mismatch is unrelated to MIMI encoder padding-mask batching behavior." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load regressions, but they affect different models and there is no evidence they share the same root cause." + "reason": "Both are tokenizer/model loading failures under v5, but they affect different models and do not indicate the same defect." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Generic custom model initialization breakage and non-persistent-buffer junk are related only at a very broad level; not enough to merge." + "reason": "Custom model initialization regression is not the same as non-persistent buffers being filled with junk." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Generation performance overhead is a different issue from StaticCache.get_seq_length() type contract breakage." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is unrelated to device-dependent save_pretrained serialization of lm_head.weight." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "One is nonsensical SigLIP2 outputs with AutoModel/pipeline; the other is a processor/model input-size mismatch." + "reason": "SigLIP model/pipeline output quality issue is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal models and different crash modes: Llava Next segfault vs Qwen3OmniMoe video ValueError." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading-noise complaint and Mistral regex patch crash are unrelated." + "reason": "Loading noise regression and Mistral regex patch crash are not the same underlying bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different failing models and symptoms: Molmo missing tied-weights metadata vs EMBEDDIA/est-roberta tokenizer load failure." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe and template compilation failure are unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to template compilation errors." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model bugs, but one is padding-mask batching and the other is DAC from_latents vs forward mismatch; not the same bug." + "reason": "MIMI batching/padding-mask bug is unrelated to DAC.from_latents mismatch with the forward pass." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Jupyter custom model initialization and non-persistent buffer initialization are not the same concrete failure." + "reason": "Notebook custom-model initialization breakage is different from non-persistent buffer junk fill regression." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "_torch_extract_fbank_features() is an audio frontend issue, while compiled flex_attention on torch>=2.9 is a separate compiler/kernel regression." + "reason": "torch.export incompatibility with torch_compilable_check is unrelated to OmDet-Turbo processor input resolution mismatch." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to a mistral_common continue_final_message tokenizer bug." + "reason": "Qwen2.5-VL multi-image iterable dataset failure is unrelated to continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to the MobileLLM-125M key error." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both describe the same Qwen3.5 save_pretrained serialization regression; 45357 is a narrower follow-up about incorrect visual encoder keys." + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to MobileLLM-125M key errors during model loading." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The only accepted pair, issue:45216 vs issue:45357, is supported by the shared Qwen3.5 save_pretrained regression wording, and the remaining soft-edge rejections are appropriately cautious based on differing titles/symptoms." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3286,32 +3331,32 @@ "issue:43421|issue:44568", "issue:44403|issue:44991", "issue:43632|issue:44534", - "issue:44079|issue:45663", "issue:44683|issue:45020", + "issue:44079|issue:45663", "issue:43381|issue:45923", "issue:44462|issue:45812", "issue:44829|issue:45479", - "issue:43482|issue:45538", "issue:40444|issue:45325", - "issue:43317|issue:43856", + "issue:43482|issue:45538", "issue:44291|issue:44589", + "issue:43317|issue:43856", "issue:43482|issue:43525", "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "ba51210bbba9a96e2937b601e2e0cb86beeff9c4eee00e75bb748999481ca68f", + "prepared_review_unit_hash": "45a4756717ea996f704f1fc12e4e3d7b0eeaede7e35b664149bfcebc9f2c8183", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36734, + "serialized_chars": 36735, "estimated_input_tokens": 9184, "estimated_eval_tokens": 18624 }, @@ -3320,202 +3365,199 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The only plausible duplicate pair is the Qwen VL video/rope-index regression family; the rest differ in model, subsystem, or failure mode and should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44479 is the broadest representative of the only clear duplicate family here (Qwen VL video-input regression across multiple Qwen variants), and it best captures the shared underlying bug.", + "summary": "This cluster is heterogeneous, but most items orbit recent Transformers v5/v5.x loading/tokenizer regressions. There isn\u2019t a single exact duplicate pair among the soft candidates; they\u2019re mostly adjacent but distinct bugs.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the best umbrella issue: it captures the broad \"recent transformers versions break models using remote_code\" regression category that overlaps many of the loading/tokenizer/model-init failures here, while staying more general than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 has the widest scope and strongest centrality for the cluster\u2019s only overlapping bug family, making it the best representative issue.", + "best_issue_reason": "issue:45020 is the strongest global anchor for triage because it covers the widest user impact across this cluster\u2019s regression-heavy loading failures, even though the cluster is not a clean duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are loading/initialization failures, but one is Qwen3MoE + FineGrainedFP8Config and the other is init_empty_weights with an unexpected argument; different concrete bugs." + "reason": "Both involve v5-era model initialization/loading, but one is Qwen3Moe + FineGrainedFP8Config and the other is a generic init_empty_weights/_is_hf_initialized TypeError; different failure modes." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: one is an _is_hf_initialized flag regression, the other is mmap/OOM behavior on Strix Halo." + "reason": "_is_hf_initialized flag breakage is a loading regression; Strix Halo mmap OOM is a memory-policy issue. Not the same bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both involve FP8-ish loading problems, but the reported exceptions and code paths are different." + "reason": "FP8 config failure and missing Float8 storage type are both dtype-related, but they are distinct code-path problems." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Shared theme of weight tying, but one is an lm_head tie bug in Mistral3 and the other is LoRA merge collapse with extended vocab." + "reason": "Both concern weights, but one is lm_head tying in Mistral3 and the other is LoRA merge with extended vocab causing collapse; different bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Different symptoms and scopes; one is an AddedToken argument collision, the other is a model load failure for a specific repository." + "reason": "AddedToken keyword conflict and loading physical-intelligence/fast are unrelated tokenizer/model-loading issues." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "No concrete overlap: base_model_prefix loading regression versus non-persistent buffer junk in v5." + "reason": "base_model_prefix loading failure and non-persistent buffer junk are separate Transformers v5 regressions with different mechanisms." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different model/config issues; sliding_window behavior is unrelated to granite_speech strict-config loading." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different model/config bugs." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different subsystems and models: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding_window." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer construction error versus device-mapping cuda assert; no shared underlying bug." + "reason": "Tokenizer add_special_tokens method conflict and Qwen3 auto device mapping cuda assert are unrelated." }, { "left": "issue:44479", "right": "issue:45325", - "accept": true, - "reason": "Both describe the same Qwen VL video-position/rope-index regression in transformers 5.3.0; one is the broad video-input regression, the other the specific still-image temporal position_ids symptom." + "accept": false, + "reason": "Both are VL regressions, but one is video input handling and the other is still-image temporal position scaling; different bugs." }, { "left": "issue:44977", "right": "issue:46326", "accept": false, - "reason": "Different areas: flash-attention generation regression versus mistral_common continue_final_message tokenizer behavior." + "reason": "Flash-attention generation failure and mistral_common continue_final_message tokenizer behavior are different layers of the stack." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." + "reason": "Torch 2.10 incompatibility is an environment/version issue; loading noise is just a UX/logging issue." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Unrelated issues: perplexity on gpt-oss-20b versus Whisper batch_decode skip_special_tokens handling." + "reason": "High perplexity on WikiText and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to mistral_common tokenizer final-message handling." + "reason": "GraniteSpeech PEFT checkpoint loading and tokenizer continue_final_message are different bugs." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but the reported failures are distinct and not the same code-path bug." + "reason": "Both are Qwen2-VL training reports, but multi-GPU training and iterable-dataset/multi-image prompt failure are not the same underlying bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Shared tokenizer area, but not the same defect: runtime special-token updates versus initial BOS/EOS insertion failure." + "reason": "Runtime post-processor update for modified special tokens and add_special_tokens BOS/EOS not being added are distinct tokenizer issues." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise versus tokenizer loading failure for a specific model; not the same bug." + "reason": "Unnecessary loading noise and tokenizer loading failure for EMBIDDIA/est-roberta are unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different regressions: _is_hf_initialized handling versus non-persistent buffer initialization." + "reason": "_is_hf_initialized breakage and non-persistent buffers being filled with junk are separate v5 regressions." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Compiled flex_attention on torch >=2.9 and remote_code loading regressions are different problems." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "torch>=2.9 flex_attention compilation failure is unrelated to remote_code loading regressions." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode is a different problem from a missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing in eval mode and missing supports_gradient_checkpointing on a trust_remote_code variant are related only loosely; not the same bug." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer and tokenizer files, but the issues are not clearly the same concrete bug from the titles alone." + "reason": "Both are tokenizer-loading regressions, but one ignores tokenizer.json from the repo while the other silently produces wrong token IDs for Granite models; not the same failure." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are classification training problems, but one is flash_attention_3 degeneration and the other is a zero-loss labeling bug." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Different tokenizer/model-loading problems with no shared failure mode." + "reason": "Both cause bad training behavior, but flash_attention_3 degeneration and single_label_classification zero-loss are distinct issues." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to the video rope-index regression." + "reason": "Qwen2.5-VL iterable dataset/multi-image failure and still-image rope-index scaling are different vision-language bugs." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Device-map offload loading failure and Qwen3 MoE training memory inefficiency are different issues." + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different FP8/load-time exceptions; no evidence they stem from the same bug." + "reason": "Unexpected _is_hf_initialized argument and Float8 storage lookup are both load-time failures but from different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload load failure and Qwen3 MoE memory inefficiency are both memory-related, but not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF v5 loading failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are separate issues." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower/temporal-attention issue is unrelated to Qwen3.5 save_pretrained visual-key regression." + "reason": "Video-LLaVA weight/temporal-attention bug and Qwen3.5 save_pretrained visual-key regression are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted linkage, issue:44479 \u2194 issue:45325, is supported by the titles and the stated shared video/rope-index regression family. The rejections are appropriately cautious and do not overclaim duplicate status from broad thematic similarity alone. No PR-mergeability concerns apply here." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3527,8 +3569,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -3615,160 +3657,160 @@ "issue:44186|issue:44265", "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "951d5c8b1c57bfb37f10309458e091959a5af984e4269457bc5a199749fd0981", + "prepared_review_unit_hash": "764d3ad48b9b8d6711f50890f0826c2ef820c6342bd2d4c6bda8453ce4cefee9", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37503, - "estimated_input_tokens": 9376, - "estimated_eval_tokens": 19008 + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regression reports across tokenizers, model loading/init, multimodal position IDs, device maps, and memory behavior. The soft edges are mostly theme-level similarities, not same underlying bugs, so they should all be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 model-initialization regression family, which is the closest shared thread among the cluster items, even though the cluster is still heterogeneous.", + "summary": "Mostly a grab-bag of unrelated Transformers regressions; the packet supports only one accepted soft duplicate pair, issue:45325 \u2194 issue:45381, while the rest remain distinct bugs in different models or code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45920 is the broadest active regression report in the set, spanning wrong token IDs across multiple models and serving as the most representative issue anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best umbrella issue because it is generic, high-impact, and closest to the common v5 loading/initialization breakages represented here.", + "best_issue_reason": "45920 has the widest scope and strongest cross-model signal, so it is the best single issue to anchor this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TensorFlow/backend packaging, but one is an install-extra omission and the other is a runtime backend detection error; different bugs." + "reason": "Both involve backend/TensorFlow-adjacent failures, but the packaging extra issue and the undefined tf backend/tensorboard issue have different root causes." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer/Voxtral error messaging and an Apple Silicon allocator TypeError are unrelated code paths." + "reason": "AutoTokenizer/Voxtral error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated failures." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention batching-related incorrect outputs, but they affect different models and different mechanisms (padding mask vs sliding-window/all-padding NaNs)." + "reason": "Both are batching/masking bugs, but they affect different models and symptoms and do not look like the same underlying code-path problem." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-map CUDA assert and a Mistral tokenizer regex patch crash are unrelated." + "reason": "Qwen3 device-map CUDA assert and Mistral tokenizer regex crash are completely different components." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Both are v5 regressions, but sliding-window handling and init_empty_weights argument handling are distinct bugs." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the init_empty_weights/_is_hf_initialized constructor regression." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches are different failure modes." + "reason": "torch.export failure from torch_compilable_check is a different bug from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are loading/init regressions, but base_model_prefix handling and custom model initialization are not the same concrete bug." + "reason": "Both are v5 regressions, but base_model_prefix loading and custom model initialization are different failure modes." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are unrelated." + "reason": "_is_hf_initialized flag breakage and bfloat16 dtype mismatches are separate regressions." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs on different architectures; no shared concrete code path." + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution classification failure are different vision-model bugs." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backends versus model-loading compatibility in vLLM are separate issues." + "reason": "TF backend packaging and PaddleOCR-VL loading in vLLM are not the same bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both affect multimodal models, but one is a Qwen2.5-VL rope-index scaling bug and the other is a Kosmos2.5 OCR index error." + "reason": "Both are multimodal indexing issues, but they concern different models and different failure types." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are unrelated." + "reason": "Whisper inference failure and meta-device loading regressions are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is a serialization inconsistency depending on device." + "reason": "Both mention lm_head/tied weights, but generation breakage and serialization inconsistency are not the same concrete issue." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are different internal behaviors." + "reason": "Generic ModelOutput key assignment and non-persistent buffer junk initialization are distinct bugs." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + "reason": "Qwen3MoE FP8 failure and Qwen2.5-GGUF loading failure are different regressions." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL multimodal inputs, but multi-image iterable finetuning and video position_id calculation are distinct bugs." + "reason": "Multiple-images-per-prompt finetuning and video vision_position_ids regressions are not the same bug." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video-input vision_position_ids; not the same fix." + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id computation problem in v5.3.0, covering still-image and video paths of the same code path." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated." + "reason": "Non-persistent buffer junk initialization is unrelated to ModelOutput key assignment." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different problems." + "reason": "CLIPVisionModel hidden_states regression is a forward-pass issue, not ModelOutput key bookkeeping." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "General int4 memory growth and a Sam3Video OOM are not the same underlying bug." + "reason": "CUDA memory growth under int4 quantization is unrelated to Sam3Video OOM." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image finetuning failures are unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:44479", @@ -3780,68 +3822,71 @@ "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export failures via torch_compilable_check are unrelated." + "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures in torch_compilable_check models." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument and strict config loading for granite_speech are different loading issues." + "reason": "Unexpected _is_hf_initialized constructor arg and strict granite_speech config loading are separate init/config regressions." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are too broad and not the same concrete bug." + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is missing special tokens on one tokenizer and the other is wrong token IDs across multiple tokenizers." + "reason": "Mdeberta special-token insertion is a different tokenizer regression from the broader wrong-token-IDs issue." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mapping, but one is a CUDA assert in Qwen3 and the other is a forward-time device mismatch in Gemma4 PLE." + "reason": "Qwen3 CUDA assert and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents/forward divergence are unrelated." + "reason": "CPU offload device mismatch and DAC.from_latents mismatch are unrelated bugs." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying/generation issues and Bamba torch.compile SDPA failure are different bugs." + "reason": "lm_head weight-tying failure and Bamba torch.compile/SDPA failure are separate issues." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes and torch.export torch_compilable_check failures are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures do not share the same bug." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues." + "reason": "Audio processor chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level framing is mostly conservative, but the summary overstates the evidence: the packet only supports one accepted soft pair (issue:45325 \u2194 issue:45381), not \u201ctwo soft pairs look like true duplicates.\u201d Please revise the summary to match the actual verdicts and keep the scope claims tightly grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3853,8 +3898,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -3913,8 +3958,8 @@ "issue:43881|issue:44488", "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:43257|issue:45923", "issue:40990|issue:45584", + "issue:43257|issue:45923", "issue:43317|issue:43873", "issue:43572|issue:45759", "issue:40990|issue:42947", @@ -3922,14 +3967,14 @@ "issue:43873|issue:45701", "issue:43454|issue:43720", "issue:45325|issue:46315", - "issue:44466|issue:45357", "issue:41720|issue:44977", + "issue:44466|issue:45357", "issue:44991|issue:46291", "issue:43526|issue:43883", "issue:42617|issue:42915", "issue:35707|issue:41720", - "issue:43881|issue:44991", "issue:43577|issue:43708", + "issue:43881|issue:44991", "issue:34634|issue:35707", "issue:44008|issue:45823", "issue:43404|issue:45357", @@ -3942,232 +3987,220 @@ "issue:42175|issue:46291", "issue:44423|issue:45406" ], - "prepared_review_unit_hash": "3db3531f21fac8e2ebb6410e2e057e14ce408965ab4686aed80f90b66aa8bc99", + "prepared_review_unit_hash": "54efbc9af86d566cc53186450aa8f3e296be9b425f5fbb379d0fa3d70d62e909", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37946, - "estimated_input_tokens": 9487, - "estimated_eval_tokens": 19230 + "serialized_chars": 37954, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a loose similarity group of unrelated bug reports across loading, tokenization, multimodal processing, quantization/offload, and training behaviors. None of the soft pairs appear to be the same underlying bug/change, so all should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is a grab bag of mostly unrelated model-, tokenizer-, and trainer-specific bugs. None of the soft pairs is strong enough to treat as the same underlying issue; the closest matches are broad theme overlaps (offloading/quantization, serve/multimodal, Gemma variants) but not the same concrete code-path failure.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the cluster: it\u2019s open, has the most inbound references, and captures the shared offloading/quantization failure mode better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is open, active, and spans the widest user-facing symptom area in this set; the others are narrower product/model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Both mention regressions, but one is a streaming mask off-by-one and the other is slow token-to-id conversion for slow tokenizers; different code paths and different failure modes." + "reason": "Off-by-one masking bug vs tokenizer conversion slowdown; different subsystems and failure modes." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "One is a SigLIP2 docs/example mismatch with quantization failure; the other is Qwen2.5-VL finetuning with multiple images per prompt. Related multimodal area, but not the same bug." + "reason": "Doc/example errors for SigLIP2 vs finetuning failure on Qwen2.5-VL IterableDataset; unrelated models and code paths." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and symptoms: glm-4v loading failure vs a specific tokenizer load issue for cjvt/sleng-bert." + "reason": "Both are load failures, but for different models with no evidence of the same root cause." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both involve batched inputs, but one is missing padding-mask support in MIMI encoder and the other is a processor/model input-size mismatch in OmDet-Turbo." + "reason": "Both involve inputs/shapes, but one is padding-mask correctness in MIMI and the other is processor image size mismatch in OmDet-Turbo." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "One is lm_head weight tying, the other is dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated defects." + "reason": "Weight-tying bug vs dtype mismatch bug; no shared concrete fix path." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Both are model/config-related, but one is MoE weight conversion with accelerate+deepspeed and the other is a missing supports_gradient_checkpointing flag on a remote-code variant." + "reason": "Perplexity regression on a language model vs Whisper empty-transcription generation failure; unrelated." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Completely different issues: perplexity on gpt-oss-20b vs Whisper empty-transcription generation after align_special_tokens." + "reason": "MoE weight conversion/load issue vs missing gradient-checkpointing flag; different mechanics." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "One is a specific dequantized-model load failure with gpu+cpu offload; the other is a broader quantization offloading behavior report. Same area, but not clearly the same bug." + "reason": "Both mention offloading/quantization, but 43317 is a specific device_map/dequantized-model load failure and 43873 is a broader quantization offload symptom; not clearly the same bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Different problems: missing pad_token_idx in StableLmConfig vs AutoModelForCausalLM.from_config failing to unwrap text_config in composite Qwen multimodal configs." + "reason": "Missing config field after v5 update vs composite config unwrap bug; different config layers and symptoms." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "No shared underlying defect: perplexity regression vs gradient-checkpointing/PEFT LoRA behavior." + "reason": "Model perplexity anomaly vs gradient checkpointing ineffectiveness; unrelated training/inference issues." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model input issues, but one is batched-vs-single output inconsistency and the other is a non-default resolution failure in Perceiver classification." + "reason": "Both are shape/resolution-related, but one is batched encoder padding and the other is Perceiver interpolation at non-default resolution." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization offloading behavior and tokenizer-version-dependent tokenization are unrelated." + "reason": "Offloading/quantization bug vs tokenizer-version behavior change; no shared code-path evidence." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head weight tying vs BitNet packed-weight unpacking during accelerate loading are different code paths and bug classes." + "reason": "Weight tying in generation vs packed-weight unpacking during accelerate loading; unrelated model internals." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "One is a Qwen2.5-VL RoPE/position-id scaling bug; the other is tokenizer conversion slowness. No duplicate evidence." + "reason": "Video/VL position-id scaling bug vs slow slow-tokenizer conversion; unrelated." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Both touch saving/serialization, but one is inconsistent lm_head weight serialization and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Different Qwen generation failures with different triggers (device-map assert vs flash-attention behavior)." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Both are Qwen-related inference problems, but one is cudaErrorAssert with auto device mapping and the other is flash-attention generation misbehavior; not the same bug." + "reason": "Both concern serialization, but one is lm_head.weight device-dependent and the other is visual encoder key saving for Qwen3.5." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs kernels version/revision import failure in evaluate; unrelated." + "reason": "Tokenizer-loading regression vs kernels package import requirement; unrelated dependency paths." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different subsystems: BEiT image processor label reduction vs Molmo missing all_tied_weights_keys." + "reason": "ImageProcessor label reduction bug vs missing tied-weights attribute on a model class; different layers entirely." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated training/runtime issues." + "reason": "Script execution failure vs Qwen3MoE FP8 config failure; no shared underlying bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API issue; the other is a device-mapping CUDA assert. Different bugs." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different model-loading failures affecting different components and models." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Blip2 dtype propagation and Trainer resume/max_steps calculation are unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with past_key_values are different APIs and failure modes." + "reason": "BarkProcessor voice_preset issue vs generation with inputs_embeds/past_key_values; unrelated." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma-family bugs: variable-name collision in forward vs device mismatch with device_map=auto." + "reason": "Gemma3n variable collision in forward vs Gemma4 device_map auto mismatch; same family name, different bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained are unrelated." + "reason": "Weight tying in Mistral3 image-text generation vs Qwen3.5 save_pretrained key regression; different models and fixes." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug vs tokenizer version behavior change; no shared underlying issue." + "reason": "Batched video processor shape bug vs tokenizer version-dependent tokenization change; unrelated." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash vs dtype mismatch in inference; different subsystems." + "reason": "Tokenizer crash on NER/batched padding vs dtype mismatch in bfloat16 inference; unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config handling for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Strict config loading failure vs tokenizer loading failure; different config/tokenizer layers." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 and unpacking packed weights during accelerate loading are distinct bugs." + "reason": "torch.compile SDPA failure vs accelerate packed-weight loading failure; no common code path." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature regression and Qwen3Moe FP8 failure are not the same problem." + "reason": "CustomTrainer API mismatch vs Qwen3MoE FP8 config failure; unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss kwarg and 3d_parallel.py runtime failure are unrelated." + "reason": "Trainer compute_loss signature break vs script execution problem; not the same bug." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend dependency issue vs evaluate import failure due to kernels version/revision requirements." + "reason": "Packaging/backend dependency omission vs kernels import/version requirement; unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both hit serve/processor paths, but one is continuous-batching multimodal crash and the other is Gemma4Processor missing _tokenizer; different root causes." + "reason": "Both affect serve with multimodal models, but the failing attributes and components differ too much to merge as one bug." } ] }, @@ -4186,14 +4219,12 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ "issue:29159", - "issue:30064", - "issue:34634", "issue:36010", "issue:36032", "issue:40990", @@ -4214,6 +4245,7 @@ "issue:43572", "issue:43606", "issue:43653", + "issue:43720", "issue:43749", "issue:43782", "issue:43873", @@ -4241,8 +4273,8 @@ "issue:46291" ], "soft_pairs": [ - "issue:43873|issue:44756", "issue:44387|issue:45704", + "issue:43873|issue:44756", "issue:44610|issue:44898", "issue:43749|issue:44534", "issue:44186|issue:44610", @@ -4263,222 +4295,216 @@ "issue:43316|issue:44913", "issue:43540|issue:43782", "issue:44671|issue:44743", - "issue:43421|issue:45812", "issue:44186|issue:44361", + "issue:43421|issue:45812", "issue:43526|issue:43881", "issue:29159|issue:36032", "issue:45406|issue:45464", "issue:43550|issue:43653", - "issue:30064|issue:34634" + "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "83f4e29f240462dc7f97da6179a8e36a3888a9eeb8ca8fe755b8d3bd069e5034", + "prepared_review_unit_hash": "dfa90258b54c5d7c88baa169e109b4d26168e37d88a1f7a2afd6997ff4b1d2f4", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36120, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "serialized_chars": 35637, + "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 mostly a set of superficially similar but actually unrelated regression reports across tokenizers, model loading, quantization/offloading, and vision processors. I do not see any soft pair that clearly describes the same underlying bug or a PR that could plausibly cover both sides, so all soft edges should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the items are too heterogeneous to normalize around one canonical bug.", + "summary": "The cluster is very broad and mostly contains unrelated tokenizer, loading, quantization, offload, and model-specific regression reports. None of the soft pairs look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest and most central regression in the set, with multiple references and discussion, and it best represents the offloading/loading-related portion of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue candidate. If forced, issue 45701 is the broadest tokenizer-regression report, but it does not subsume the rest of the cluster.", + "best_issue_reason": "issue:43873 has the strongest triage signal in this cluster (activity, inbound references, and a clear reproducible loading/offloading symptom), making it the best anchor issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both are offload/memory-related, but one is general quantization offloading and the other is a Strix Halo mmap OOM workaround; different bugs and fixes." + "reason": "Different problems: int4 quantization OOM vs a T5/apex RMSNorm memory leak." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is an int4 CUDA reserved-memory/OOM regression and the other is a T5-specific apex FusedRMSNorm leak; not the same code path." + "reason": "Both are memory/offload themed, but one is quantization offloading and the other is mmap-related OOM on Strix Halo." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size/preprocessing mismatches, but they affect different model families and different processor/model contracts." + "reason": "Both involve vision input sizing, but they affect different models and different failure modes." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization; too different to merge." + "reason": "FSDP CPU RAM-efficient loading is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on task padding/truncation; OmDet-Turbo is a processor resolution mismatch. Unrelated failure modes." + "reason": "Tokenizer crash on NER/padding is unrelated to an image processor/model input-size mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different models and runtime paths: torch.compile+SDPA vs CPU offload device mismatch." + "reason": "Different code paths: SDPA/torch.compile failure vs CPU offload device mismatch." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both touch filesystem behavior, but cache-path collisions and read-only permission propagation are distinct bugs." + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault loading Llava Next is unrelated to sinq save/load breakage." + "reason": "Llava loading segfault and sinq save/load corruption are different failure classes." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different quantization/offload failures on different models; no shared concrete defect." + "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both involve tokenization regressions, but one is processor.tokenizer/API breakage and the other is a broad tokenization-change report; not the same issue." + "reason": "Both mention tokenizer/version regressions, but one is processor.tokenizer/images handling and the other is a general tokenization change report." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to Llava Next segfaults." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to Llava Next load segmentation faults." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity could be caused by many things; the report does not match the broader tokenization-change issue concretely." + "reason": "High perplexity on a model benchmark is not the same bug as tokenization changing across versions." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different models and different distributed/runtime failures." + "reason": "Qwen3 device-mapping crash and a 3d_parallel.py run failure are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention parallelism/device mapping, but the concrete failures and affected models differ." + "reason": "Different GPT-OSS/Qwen3 execution issues and different symptoms; not one underlying bug." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure is unrelated to not being able to run 3d_parallel.py." + "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Both are dependency-compatibility issues, but Torch 2.10 incompatibility and kernels version/revision requirements are unrelated." + "reason": "Torch version incompatibility is unrelated to kernels import requirements." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a Mistral regex patch crash and the other is wrong Granite token IDs; different models and fixes." + "reason": "Both are tokenizer regressions, but they concern different models and different code paths." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "A missing pad_token_id config field is unrelated to the kernels import/version error." + "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels version/revision import error." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Both are config-related, but sliding_window behavior and missing pad_token_idx are separate API issues." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to StableLmConfig pad token indexing." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Config API inconsistency for Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Gemma3TextConfig API mismatch is unrelated to GPTNeoX rotary_pct reload behavior." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen3 multimodal loading/processing issues, but one is video input handling and the other is weight_only from_pretrained failure." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only load error are different failures." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are completely different model behaviors." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Runtime post-processor updates for special tokens are not the same bug as Granite token IDs being wrong." + "reason": "Two different tokenizer/model crashes with different task-specific failure modes." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "Different tokenizer implementations, different task failures, and different exception modes." + "reason": "Runtime post-processor update bug is not the same as Granite token IDs being wrong." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT reduce_labels behavior is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v model loading failure." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "General slow/fast tokenizer inconsistency does not match the specific T5 add_special_tokens load conflict." + "reason": "General slow-vs-fast tokenizer inconsistency is not the same as the T5 add_special_tokens conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor _tokenizer missing and Qwen3.5 streaming API failure are unrelated." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Cache-path collision and read-only permission propagation are distinct filesystem issues." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are unrelated API bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "SDPA/torch.compile failure for Bamba is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Image processor void-segmentation-map handling and Bark voice_preset behavior share no underlying bug." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading issues." } ] }, @@ -4497,13 +4523,15 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ + "issue:30064", "issue:33666", "issue:34567", + "issue:34634", "issue:35707", "issue:39692", "issue:41720", @@ -4518,7 +4546,6 @@ "issue:43531", "issue:43606", "issue:43653", - "issue:43720", "issue:43746", "issue:43844", "issue:43873", @@ -4551,24 +4578,24 @@ "issue:46291" ], "soft_pairs": [ - "issue:43606|issue:43720", + "issue:30064|issue:34634", "issue:44530|issue:46291", "issue:43421|issue:45701", "issue:42915|issue:43322", - "issue:43531|issue:45759", "issue:43606|issue:43653", "issue:44492|issue:44509", + "issue:43531|issue:45759", "issue:34567|issue:35707", "issue:43388|issue:45059", "issue:43873|issue:45704", - "issue:44514|issue:44545", "issue:42490|issue:43329", + "issue:44514|issue:44545", "issue:41720|issue:43746", "issue:43421|issue:43927", "issue:44898|issue:45072", "issue:45759|issue:45859", - "issue:44451|issue:44991", "issue:33666|issue:35707", + "issue:44451|issue:44991", "issue:43531|issue:44589", "issue:45588|issue:45759", "issue:44368|issue:45357", @@ -4577,218 +4604,218 @@ "issue:39692|issue:44610", "issue:45704|issue:45923", "issue:43421|issue:43653", - "issue:45663|issue:45923", "issue:42886|issue:44843", - "issue:43381|issue:43844" + "issue:43381|issue:43844", + "issue:45663|issue:45923" ], - "prepared_review_unit_hash": "c2a8291ac706b1d945d31597f1b0ffea134c337f8f25c3a31406328dcaef0aa3", + "prepared_review_unit_hash": "49d4b84d045584512444ba91341ae6c3b72a8f66605deed96bdc3a2a73f6e428", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36188, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "serialized_chars": 36679, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; almost all pairs are only loosely similar and not true duplicates. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash with padding=False.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44514 is the clearest canonical issue: it states the exact bug and repro condition, and issue:44545 is just a near-identical title variant of the same crash.", + "summary": "Mostly heterogeneous issue cluster with two real duplicate pairs: the Qwen2_5_VL batched apply_chat_template crash, and the HF_HUB_OFFLINE tokenizer-loading regression. The rest are topic-adjacent at best, but not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44514 is the best canonical issue because it cleanly matches 44545 on the exact same Qwen2_5_VLProcessor batched-input/padding=False crash and is the clearest representative of that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best representative issue for this cluster because it is the only exact duplicate anchor and has the most complete wording for the underlying bug.", + "best_issue_reason": "44514 is the strongest overall issue candidate: it names the exact processor, trigger, and failure mode, making it the most precise representative of the only exact duplicate edge in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Different failures: CPU-offload device mismatch vs packed-weights unpacking during accelerate loading." + "reason": "Different components and failures: image segmentation map handling vs BarkProcessor voice_preset behavior." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "Unrelated subsystems: PagedAttentionCache group-type crash vs evaluate import depending on kernels version/revision." + "reason": "Unrelated problems: Qwen3.5 paged attention crash vs kernels import/version requirement." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "One is runtime special-token/post-processor syncing; the other is a broad tokenization-regression report." + "reason": "Both involve tokenization behavior, but one is runtime post-processor updates and the other is a broad version-change report; not the same bug." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and code paths: Qwen3MoE FP8 config failure vs Llava Next loading segfault." - }, - { - "left": "issue:43531", - "right": "issue:45759", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is not the same bug as composite Qwen multimodal config unwrapping." + "reason": "Different model families and failure modes: FineGrainedFP8Config vs Llava Next segfault." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer special-token decode are unrelated bugs." + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A docs typo is not the same issue as stale pipeline-task documentation." + "reason": "Both are documentation-style issues, but they concern different pages/content and not the same change." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different paths." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering tuple-label truncation is unrelated to SAM3 text/bbox behavior." + "reason": "Gather-for-metrics label truncation is unrelated to SAM3 text/bounding-box behavior." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak do not share the same underlying bug." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are the same bug: identical Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are different issues." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning is unrelated to the undefined video-branch variables in multimodal token counting." + "reason": "Local-path import warning is unrelated to the multimodal token counting video-branch NameError." }, { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Auto device-mapping cuda assert on Qwen3 is a different failure from GraniteSpeech PEFT local-checkpoint loading." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-verbatim duplicate: same Qwen2_5_VLProcessor batched-input crash when padding=False." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates and DiaConfig losing custom token IDs after save/load are different tokenizer issues." + "reason": "Runtime special-token post-processor updates are unrelated to DiaConfig save/load custom token loss." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation at non-default resolutions is unrelated to dtype mismatches in inference." + "reason": "Perceiver resolution/interpolate_pos_encoding failure is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping and CPU-offload incompatibility in Qwen3.5MoeTextRotaryEmbedding are distinct problems." + "reason": "Different Qwen3.5/3.6 issues: multimodal config unwrapping vs CPU-offload rotary embedding compatibility." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "Both are loading failures, but for different models and likely different causes." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with inputs_embeds and past_key_values." }, { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Both are tokenizer load regressions, but they affect different models and do not describe the same failure path." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior and Float8 storage lookup failure are unrelated." + "reason": "Qwen3-MoE sliding_window issue is unrelated to the Float8 storage TypeError." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention.py sinkless-model crash is a different code path from Qwen multimodal config unwrapping." + "reason": "Flash-attention s_aux=None crash is unrelated to AutoModelForCausalLM.from_config text_config handling." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys in save_pretrained." + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading physical-intelligence/fast and PIL backend image processors requiring torchvision are separate issues." + "reason": "Different regressions: loading a specific model vs PIL backend processors requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword duplication and ScandiBERT loading failure do not match." + "reason": "AddedToken keyword collision and model loading failure for ScandiBERT are not the same bug." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve vision examples, but one is a docs/example error and the other is a processor/model resolution mismatch." + "reason": "SigLIP2 docs/example errors are unrelated to OmDet-Turbo producing the wrong input resolution." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 apex memory leak is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "T5 RMSNorm memory leak and missing supports_gradient_checkpointing flag are unrelated." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor syncing is not the same as BigBirdTokenizer mask-token registration." - }, - { - "left": "issue:45663", - "right": "issue:45923", - "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states KeyError and a missing gradient-checkpointing flag are different issues." + "reason": "Post-processor updates for modified special tokens are not the same issue as BigBirdTokenizer mask-token registration." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both mention offline/tokenizer loading, but 42886 is a generic cache-load failure while 44843 points to a specific model_info() call in _patch_mistral_regex." + "accept": true, + "reason": "Same offline tokenizer-loading regression; 44843 identifies the specific unconditional model_info() call in _patch_mistral_regex that breaks HF_HUB_OFFLINE." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are different training bugs." + "reason": "Eval-mode gradient-checkpointing restriction and ZeRO-3 gradient growth are different training issues." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the Nemotron trust_remote_code flag issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats 44514/44545 as the only clear duplicate pair and keeps the remaining pairwise judgments conservative and specific to the titles/body cues. No soft-edge verdict appears overstated." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are well-supported by the titles: 44514/44545 are effectively the same Qwen2_5_VLProcessor crash, and 42886/44843 are plausibly the same HF_HUB_OFFLINE tokenizer-loading regression. The other soft-pair rejections are cautious and avoid overclaiming. One minor wording note: calling 44514/44545 the 'only exact duplicate edge' is a bit strong given the second accepted near-duplicate pair, but it does not materially affect the conclusion." }, "evaluator_used": true, "retried": false, @@ -4827,7 +4854,6 @@ "issue:43618", "issue:43653", "issue:43697", - "issue:43716", "issue:43720", "issue:43746", "issue:43782", @@ -4866,8 +4892,8 @@ "issue:43381|issue:45704", "issue:43525|issue:43531", "issue:45081|issue:45356", - "issue:43540|issue:46294", "issue:39692|issue:43873", + "issue:43540|issue:46294", "issue:44625|issue:45479", "issue:43782|issue:45381", "issue:43994|issue:44671", @@ -4875,224 +4901,229 @@ "issue:43720|issue:43819", "issue:30064|issue:36010", "issue:43746|issue:46050", - "issue:44077|issue:44625", "issue:43596|issue:44220", + "issue:44077|issue:44625", "issue:43653|issue:43720", "issue:42915|issue:43746", - "issue:43540|issue:44008", "issue:44220|issue:44661", - "issue:43618|issue:43697", + "issue:43540|issue:44008", "issue:43550|issue:45072", "issue:43746|issue:43873", "issue:43295|issue:45834", + "issue:43618|issue:43697", "issue:43550|issue:43819", "issue:45183|issue:45479", "issue:43388|issue:46032", - "issue:44186|issue:44898", - "issue:43716|issue:44008" + "issue:44186|issue:44898" ], - "prepared_review_unit_hash": "00055a522ebde01e51e449d26abc77357628a4c32665ceeb3baaaccb23f6a1ad", + "prepared_review_unit_hash": "717556e63652d7769468bf6a2cf3fe3cd8596a5b7159e92c60fb543f7464d350", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37252, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose thematic cluster around Transformers bugs, but the soft pairs are not true duplicates: they describe different models, different code paths, and different failure modes. I would keep the most actionable open issue as the canonical issue and reject all soft edges.", - "confidence": 0.88, - "canonical_issue_reason": "issue:46032 is the best canonical issue because it is an open, clearly defined runtime correctness bug with a concrete failure mode and active discussion/inbound references, making it a good representative bug report.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad library terminology (tokenizers, quantization, processors, loading) but describe different failure modes and code paths. I would not merge any of the proposed soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical duplicate emerges here; the items span unrelated bugs across models, tokenizers, training, quantization, and loading, so any single issue would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46032 is the strongest standalone issue in the set: it is specific, impactful, and appears actionable without being conflated with unrelated model-specific regressions.", + "best_issue_reason": "issue:43873 is the best representative if one is needed: it is active, has multiple inbound references, and is a broader cross-cutting bug than most of the other highly specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both are trainer-related, but one is an SFT embedding-unpacking failure and the other is a post-train evaluate failure; different symptoms and likely different root causes." + "reason": "Different bugs: TRL SFT embedding unpacking vs trainer.evaluate failing after train." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "A T5 RMSNorm memory leak and a Qwen3 MoE CPU-offload incompatibility are unrelated bugs in different models and paths." + "reason": "Unrelated: T5 apex RMSNorm memory leak vs Qwen3_Moe CPU-offload incompatibility." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice preset handling and Qwen3 auto device mapping CUDA asserts are entirely different subsystems and failures." + "reason": "Different subsystems and failures: BarkProcessor voice preset vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer backend post-processor updates and LayoutLMv2 NER/padding crashes are different tokenizer behaviors with different triggers." + "reason": "Both tokenizer-related, but one is runtime post-processor sync and the other is NER padding/truncation crashes." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Training-mode gradient checkpointing issue is unrelated to the T5 RMSNorm memory leak." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is a config attribute bug; sliding_window in Qwen3-MoE is a separate model behavior issue." + "reason": "Different model/config defects: missing pad_token_id vs sliding_window handling in Qwen3-MoE." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regressions, but one is a Mistral regex-loading crash and the other is a Kimi codec/warning regression; not the same bug." + "reason": "Related area, but not the same bug: a tokenizer-load crash vs a codec/warning regression in Kimi-K2.5." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both mention video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template token/features mismatch in Qwen3.5-9B." + "reason": "SigLIP2 doc/model mismatch is unrelated to offloading with quantization." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "A documentation example/model-processor mismatch is not the same as a general offloading-with-quantization problem." + "reason": "Both involve video inputs, but one is Qwen3OmniMoe processing failure and the other is chat-template token/feature mismatch in Qwen3.5-9B." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Propagating num_labels in Qwen3.5 config and a degenerate zero-loss classification bug are different classification issues." + "reason": "Different class of config bug: Qwen3.5 num_labels propagation vs sequence-classification loss logic." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL from_pretrained weight_only failure and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + "reason": "Separate failures: Qwen3VL weight_only loading vs qwen2.5-vl video vision_position_ids mismatch." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 nonsensical outputs and CamemBERT masked-LM prediction regressions are unrelated model-specific failures." + "reason": "Both are SigLIP/CamemBERT inference regressions, but they affect different models and different root causes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression handling and list_repo_files revision forwarding are completely unrelated bugs." + "reason": "Tokenizer regression vs Hugging Face Hub list_repo_files revision forwarding; unrelated code paths." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet and missing STE behavior in DAC.from_latents are different code paths and root causes." + "reason": "BitNet packed-weight loading failure is unrelated to DAC from_latents / STE mismatch." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation do not describe the same underlying problem." + "reason": "Both concern model loading, but one is PEFT adapter local checkpoint loading and the other is sinq quantized save/load breakage." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are unrelated failures." + "reason": "Different failures: BertModel zero3 init index error vs _torch_extract_fbank_features audio feature extraction issue." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are different components and symptoms." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; not the same issue." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are unrelated model-loading issues." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Qwen3OmniMoe video input errors and Gemma 3n forward variable-name collision are not the same bug." + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are different code paths." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping behavior are different parts of the stack." + "reason": "Audio feature extraction bug vs TOKENIZER_MAPPING_NAMES add-new-model-like failure; unrelated." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences in v5 are distinct model-output bugs." + "reason": "Both are multimodal-model bugs, but video-input processing and Gemma 3n variable-name collision are distinct." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba SDPA torch.compile failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated inference bugs." + "reason": "Both are inference/dtype issues, but Bamba SDPA torch.compile failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are different bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and offloading-with-quantization are different loading/serialization problems." + "reason": "Both involve model loading/offloading concerns, but PEFT adapter loading and quantization offloading are not the same concrete failure." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor.tokenizer regression and Kosmos2.5 long OCR index error are different multimodal issues." + "reason": "Regression in processor/tokenizer access is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are separate model regressions." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "SDPA/torch.compile failure does not match a DAC latent mismatch caused by missing STE." + "reason": "Different failures: SDPA torch.compile bug vs DAC latent/forward mismatch." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging across models is not the same issue as a zero-loss classification bug." + "reason": "Generic input_ids/inputs_embeds validation errors are unrelated to the single-label classification zero-loss bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering drops tuple labels in the last batch; Mamba2Mixer use_cache correctness is a different model execution bug." + "reason": "Metric gathering label truncation and Mamba2Mixer use_cache correctness are different training/inference bugs." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes and Perceiver non-default resolution failures are different image/text preprocessing issues." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Image preprocessor/model dtype mismatch and Gemma 3n audio tensor attribute collision are unrelated." + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs Perceiver non-default resolution failure are unrelated." } ] }, @@ -5111,8 +5142,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -5131,6 +5162,7 @@ "issue:43606", "issue:43643", "issue:43653", + "issue:43716", "issue:43756", "issue:43782", "issue:43818", @@ -5138,6 +5170,7 @@ "issue:43825", "issue:43950", "issue:43994", + "issue:44008", "issue:44062", "issue:44186", "issue:44442", @@ -5161,20 +5194,20 @@ "issue:45584", "issue:45685", "issue:45834", - "issue:45987", - "issue:46192" + "issue:45987" ], "soft_pairs": [ "issue:43335|issue:43756", + "issue:43716|issue:44008", "issue:44062|issue:44488", "issue:43653|issue:43819", "issue:43531|issue:43643", "issue:43950|issue:45987", "issue:44843|issue:45081", "issue:43643|issue:44877", + "issue:44448|issue:44671", "issue:43421|issue:44811", "issue:43540|issue:45381", - "issue:44448|issue:44671", "issue:30064|issue:36331", "issue:43782|issue:44977", "issue:43577|issue:43818", @@ -5185,197 +5218,196 @@ "issue:43606|issue:45072", "issue:44479|issue:45834", "issue:43825|issue:43994", - "issue:44186|issue:44442", "issue:34634|issue:36010", + "issue:44186|issue:44442", "issue:44485|issue:44509", "issue:44561|issue:45020", - "issue:45987|issue:46192", "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "7478ce8b898c320bdf3c2613aa948ac94e1b35ee7188f0cd7f937fe3cab345e7", + "prepared_review_unit_hash": "bf512a7dff8da533de51360340c34aaaabcb760af209086ac6d5fa0ee950316f", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35067, - "estimated_input_tokens": 8767, - "estimated_eval_tokens": 17790 + "serialized_chars": 35701, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue reports; the soft-similarity pairs are largely false positives across different models, tokenizer behaviors, or API regressions. The closest thematic cluster is the remote_code/config-loading regressions, for which the broadest representative is issue #45020.", - "confidence": 0.4, - "canonical_issue_reason": "#45020 is the broadest umbrella report in the only clear thematic cluster (remote_code-related breakages), so it is the best representative issue title for triage.", + "summary": "This set is mostly a grab-bag of unrelated issue reports across tokenizers, multimodal models, docs, and v5 regressions. A few pairs are superficially close, but none look like true duplicates with the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set ('recent transformers versions break models using remote_code'), so it's the best representative anchor; most other items are narrower, model-specific, or API-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 best captures the shared remote_code regression theme while remaining broad enough to represent adjacent config-loading breakages without being overly narrow.", + "best_issue_reason": "issue:45020 best represents the cluster\u2019s recurring theme of recent-version/remote_code regressions, even though the rest of the items are not true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different bugs: sparse-layer construction in SwitchTransformersConfig vs Smollm3 RoPE-layer dropping; no shared concrete code path." + "reason": "Both are model-architecture/config bugs, but one is SwitchTransformers sparse-layer creation and the other is Smollm3 RoPE layer dropping; different code paths and fixes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both involve multimodal loading/runtime issues, but one is an image-preprocessor dtype mismatch and the other is a Gemma3n variable-name collision in forward(); not the same bug." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "One is an AddedToken argument duplication error; the other is a model load failure for cjvt/sleng-bert. Same tokenizer area, but different root causes." + "reason": "Tokenizer-related reports, but one is an AddedToken argument error and the other is a model-load failure for a specific tokenizer; too different to merge." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token decoding bug vs DAC latent/STE mismatch; unrelated behavior and fix surface." + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents/STE mismatch are unrelated subsystems with unrelated symptoms." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and remote_code config-field loss are different problems in different subsystems." + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are separate problems with no shared code path." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Both are regressions, but one corrupts non-persistent buffers in from_pretrained and the other returns the wrong type from StaticCache.get_seq_length()." + "reason": "Both concern contracts around loading/caching, but one is silent buffer corruption in from_pretrained and the other is a return-type mismatch in StaticCache.get_seq_length()." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is an offline hub lookup issue and the other is an AttributeError on tokenizer object shape; not the same bug." + "reason": "Same helper name, but one is an offline hub lookup problem and the other is a tokenizer attribute crash; different failure modes and fixes." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both touch config loading, but one returns incomplete AutoConfig data while the other rejects strict granite_speech loading; distinct failures." + "reason": "Both are config-loading issues, but they affect different mechanisms: trust_remote_code field preservation vs strict config rejection for granite_speech." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and tasks; no evidence of a single shared bug." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens handling are different code paths." + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input bugs, but they affect different Qwen model families and have different symptoms/root causes." - }, - { - "left": "issue:44448", - "right": "issue:44671", - "accept": false, - "reason": "Pegasus v4/v5 output mismatch and CamemBERT masked-LM regressions are separate model-specific issues." + "reason": "Both are Qwen video-input bugs, but one is Qwen3OmniMoe processing failure and the other is Qwen2.5-VL position-id issues; distinct code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature changes are unrelated." + "reason": "Image segmentation map processing and CustomTrainer compute_loss signature changes are completely unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different concrete bugs." + "reason": "Qwen3VL weight_only load failure and Qwen3.5 flash-attention generation failure are different problems." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA tower initialization/weight-sharing are not the same underlying defect." + "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing issues are unrelated multimodal defects." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/example errors and Kosmos2.5 long-OCR index errors are unrelated." + "reason": "Both mention docs/usage around vision or OCR models, but one is a SigLIP2 docs example and the other is a Kosmos2.5 long-input indexing bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are different model-specific failures." + "reason": "Whisper empty transcription after align_special_tokens is a tokenizer/generation edge case, not related to Kosmos2.5 OCR indexing." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated features and failure modes." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next load segfault and MPS histogram_mps integer support error are different bugs." + "reason": "Llava Next loading segfault and an MPS histogram dtype error in moe models are completely different bugs." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are CI/device-dtype regressions, but they affect different mechanisms and models; not a single fixable bug." + "reason": "Bark CPU-offload device mismatch and SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches are different code paths." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." + "reason": "The Qwen video-input regression and Kosmos2.5 long OCR input index error are different model-specific issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a stale pipeline error message/docs issue; the other is incorrect inference output for SigLIP2." + "reason": "Pipeline-task deprecation messaging and SigLIP2 nonsensical outputs are not the same underlying bug." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer issues." + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "BarkProcessor voice_preset handling and GenerationMixin import failure are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load a FastSpeech2Conformer tokenizer are separate tokenizer bugs." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not the same bug or change." + "reason": "GLM-5 RoPE implementation discussion and docs still mentioning removed pipeline tasks are not the same change." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code breakage, but #44561 is a specific is_torch_fx_available regression while #45020 is a broader umbrella report." - }, - { - "left": "issue:45987", - "right": "issue:46192", - "accept": false, - "reason": "Both are API regressions around tokenizer/cache inputs, but they affect different parameters and code paths." + "reason": "Related theme of remote_code breakage, but one is a specific removed helper causing failures while the other is a broad umbrella report; not clearly the same bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "BLIP2 dtype loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." } ] }, @@ -5394,8 +5426,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -5407,7 +5439,6 @@ "issue:43404", "issue:43452", "issue:43526", - "issue:43550", "issue:43582", "issue:43638", "issue:43644", @@ -5444,13 +5475,16 @@ "issue:45538", "issue:45600", "issue:45701", + "issue:45987", + "issue:46192", "issue:46209", "issue:46285" ], "soft_pairs": [ + "issue:45987|issue:46192", "issue:28218|issue:29159", - "issue:44610|issue:45072", "issue:44805|issue:44936", + "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:43452|issue:44991", "issue:43825|issue:43827", @@ -5462,9 +5496,9 @@ "issue:44671|issue:45701", "issue:43262|issue:43819", "issue:45003|issue:46285", - "issue:43526|issue:43697", "issue:43653|issue:44912", "issue:44060|issue:44368", + "issue:43526|issue:43697", "issue:43650|issue:43906", "issue:43742|issue:45020", "issue:45084|issue:45538", @@ -5472,203 +5506,199 @@ "issue:43746|issue:44811", "issue:44589|issue:45042", "issue:43644|issue:43749", - "issue:43638|issue:44936", - "issue:43550|issue:44912" + "issue:43638|issue:44936" ], - "prepared_review_unit_hash": "ca3302152f2befd319661c03425339072a01ebcea43316ffd1689a8c0648c9d8", + "prepared_review_unit_hash": "fc3d716cb036464484f0f451fe0fddf87b913a7d05ca16f677f55697ee499119", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35118, - "estimated_input_tokens": 8780, - "estimated_eval_tokens": 17816 + "serialized_chars": 35705, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated one-off issues; only one soft edge looks plausibly duplicate-level from titles alone. The rest appear to be distinct bugs affecting different models, loaders, or runtime paths.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45020 is the best high-signal, broadly scoped regression report in this set; it is concrete enough to be actionable and broad enough to represent a wider breakage class.", + "summary": "These issues are mostly a heterogeneous set of Transformers regressions and docs/CI reports. The soft-similarity pairs share broad themes, but they do not describe the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest and most representative report in the set: a recent-version regression breaking models that rely on `remote_code`, which matches the overall pattern of version-related loading/API breakages better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 has the clearest user-facing regression framing and the broadest applicability among these unrelated issues, so it is the strongest canonical candidate.", + "best_issue_reason": "issue:45020 is the best cluster anchor because it is a general regression report with substantial discussion and broad applicability across several adjacent loading failures, while still being specific enough to remain a single issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer spacing/inconsistency regression around added tokens; 29159 is the broader formulation of the same bug." + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: one is a `StaticCache.get_seq_length()` contract/type issue, the other is `return_tensors` being ignored when `text_kwargs` is passed. Similar API area, but not the same failure mode." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Different subsystems and failure modes: image size mismatch vs bfloat16 dtype mismatch." + "reason": "Both are tokenizer-related, but one is about an extra space after adding a token while the other is a broader slow-vs-fast inconsistency. Related theme, not the same underlying bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "An indexing shape error during masking is unrelated to evaluate-after-train behavior." + "reason": "Both mention training/evaluation failures, but the concrete failures differ: a mask shape IndexError versus `trainer.evaluate()` failing after `trainer.train()`. Too different to merge." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: image processor resolution mismatch versus dtype mismatch in bfloat16 inference. Not the same code-path problem." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to dtype mismatches in inference." + "reason": "Both are CI/inference regressions, but BitNet packed-weight unpacking and dtype mismatch are distinct defects with different fixes." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but the concrete failure modes and affected code paths differ." + "reason": "Both involve tokenizer/model loading, but one is gguf_file support breakage and the other is a generic tokenizer load failure for a specific model/version. Same area, not same bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect runtime error message, the other is stale docs; related topic, not the same bug." + "reason": "One is an incorrect runtime error message about translation tasks in v5; the other is stale docs still referencing removed pipelines. Same topic, but error message vs documentation." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are separate issues." + "reason": "Different failures on different platforms: Apple Silicon warmup TypeError versus CUDA float16 loss crash. Not the same underlying issue." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Different model families and distinct loading/tie-weight problems." + "reason": "Both concern model loading behavior, but Mistral3 tied weights and Qwen3VL `weight_only=True` loading are unrelated bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different attributes, different components, and different model/processor paths." + "reason": "Both are attribute errors in tokenizer/processor loading, but they occur in different components (`_patch_mistral_regex` vs `Gemma4Processor`) and imply different fixes." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend packaging mismatch is unrelated to Mistral regex patching." + "reason": "One is a packaging/backend dependency issue, the other is a tokenizer regex patch crash. No shared concrete bug." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of one earlier issue is not the same as an FP8 inference failure." + "reason": "The first is a reproduction of an earlier issue, while the second is an FP8/B200 inference failure. There is no evidence they are the same defect." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Generic tokenization changes are too broad to be the same as CamemBERT masked-LM prediction regressions." + "reason": "Both are tokenization-related regressions, but one is CamemBERT masked-LM prediction behavior in v5 and the other is a general version-dependent tokenization change report. Not the same bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate defaulting and DAC latent reconstruction are unrelated." + "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are unrelated functionality areas." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access is a different problem from CLIP text model structure inconsistency." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "Label-reduction bug in BEIT preprocessing is unrelated to RTDetrV2 output drift." + "reason": "Unsafe `sys.modules` access and CLIP text model structure inconsistency are separate architectural issues with different code paths." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "BigBirdTokenizer special-token decode failure and MXFP4 quantization fallback are unrelated; shared CI framing does not make them duplicates." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weight warnings, but the models and concrete failure descriptions differ enough that this is not clearly the same bug." + "reason": "Both mention tied-weights warnings for Qwen models, but the exact models and reported behavior differ, and the symptoms are not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different model/component bugs." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder issue text is unrelated to a technical reproduction report." + "reason": "`ADD THE DATA` is not a substantive technical report and does not describe the same issue as the isolated reproduction report." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM loading key errors are not the same as broad remote_code breakage." + "reason": "MobileLLM loading key error and remote_code breakage are both loading failures, but they are not the same model path or defect." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation errors and tokenizer max-length configuration are different issues." + "reason": "One is a template compilation error, the other is an oversized `model_max_length` constant in CLIPTokenizer. Different bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug and auto_mappings CI breakage do not share the same underlying defect." + "reason": "Video-token counting logic and stale auto-mapping references are unrelated; one is runtime multimodal token logic, the other is a config mapping/CI issue." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skipping special tokens." + "reason": "PEFT local checkpoint loading and Whisper `batch_decode` ignoring `skip_special_tokens` are separate loader vs decoding bugs." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and torchvision dependency regression are separate." + "reason": "Float8 storage lookup and PIL backend requiring torchvision are unrelated compatibility issues." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are different loading bugs." + "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading breakage are different loading/state bugs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO3 index error is unrelated to trainer.evaluate failing after train." - }, - { - "left": "issue:43550", - "right": "issue:44912", - "accept": false, - "reason": "Torch.compile/SDPA failure and MXFP4 quantization fallback are unrelated model execution paths." + "reason": "Zero3/non-pretrained BERT index error and train-then-evaluate failure are different training pipeline problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft edge (28218/29159) is plausibly duplicate-level from the titles, while the other pairs are reasonably rejected as distinct bugs. Canonical issue choice is also defensible within this mixed set." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5703,6 +5733,7 @@ "issue:43454", "issue:43526", "issue:43531", + "issue:43550", "issue:43577", "issue:43582", "issue:43606", @@ -5721,30 +5752,29 @@ "issue:44568", "issue:44610", "issue:44811", - "issue:44849", "issue:44912", "issue:44977", "issue:45042", "issue:45356", "issue:45372", "issue:45459", - "issue:45701", "issue:45759", "issue:45803", "issue:45859", "issue:46326" ], "soft_pairs": [ + "issue:43550|issue:44912", "issue:45372|issue:46326", "issue:43819|issue:43927", "issue:34634|issue:36331", "issue:43854|issue:44977", - "issue:39692|issue:44912", "issue:36010|issue:43645", + "issue:39692|issue:44912", "issue:38175|issue:44610", "issue:43720|issue:44610", - "issue:45459|issue:45803", "issue:43454|issue:43577", + "issue:45459|issue:45803", "issue:43526|issue:44554", "issue:36010|issue:36331", "issue:43749|issue:44291", @@ -5763,224 +5793,226 @@ "issue:43257|issue:43931", "issue:44291|issue:45042", "issue:43452|issue:43582", - "issue:43927|issue:44912", - "issue:44849|issue:45701" + "issue:43927|issue:44912" ], - "prepared_review_unit_hash": "0c757385701dc9cf8585006c1fb4c4e6fdbf521b62641c0298a2529ea2cd7f25", + "prepared_review_unit_hash": "dc2468a08a42720cab93ca258050bac084344a1e0230acedc0cdf571ae158903", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 37021, - "estimated_input_tokens": 9256, - "estimated_eval_tokens": 18768 + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct Transformers bugs across tokenizers, processors, model loading, and offload/quantization paths. None of the soft pairs look like the same concrete bug, so I rejected all of them. The broadest representative issue in the set is the tokenizer regression report.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45701 is the broadest tokenizer-focused report in the set and has the strongest cross-cutting signal, making it the best single issue representative here.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only weakly resemble each other by subsystem. I\u2019d only treat the Qwen video-input pair as a plausible duplicate; the rest should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "No true canonical duplicate emerges from the set; if one issue must anchor the cluster, issue:43329 is the most concrete code-path bug and the closest match to the only borderline duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most general and centrally worded issue among the candidates; it best captures the cluster\u2019s tokenizer-regression theme without being overly model-specific.", + "best_issue_reason": "issue:43329 is the strongest representative because it names a specific failing function and an explicit video-path bug affecting multiple VLM processors.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different models and failures: SDPA/torch.compile vs MXFP4 quantization fallback." + }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common/tokenizer loading, but one is a missing import for Gemma 4 processor loading and the other is continue_final_message behavior; different bugs." + "reason": "Both involve mistral_common-adjacent tokenizer/processor areas, but one is an import error and the other is chat-template behavior; not the same bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent decoding and DiaConfig token-ID persistence are unrelated model/config bugs." + "reason": "Different loading/generation failures: DAC STE mismatch vs DiaConfig token-id persistence." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Bark voice_preset and CustomTrainer.compute_loss are unrelated subsystems and failure modes." + "reason": "Unrelated areas: BarkProcessor voice preset vs Trainer compute_loss signature." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7 load/test failures and Qwen3.5 flash-attention generation issues are different models and code paths." + "reason": "Different model families and different symptoms; no shared concrete code-path bug." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "SigLIP2 doc/processor mismatch and gpt-oss MXFP4 quantization fallback are separate issues." + "reason": "Both are import/model-init related, but the bugs are distinct and not plausibly one fix." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are not the same bug." + "reason": "Doc-example mistakes vs quantization fallback; not the same issue." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Zero probabilities in SigLIP2 and OmDet processor input-size mismatch are different processor/model problems." + "reason": "Different components and failure modes: zero probabilities vs processor image-size mismatch." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading in BitNet and OmDet input-size mismatch are unrelated." + "reason": "Packed-weight loading failure is unrelated to OmDet processor sizing." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both are exception-handling bugs, but in different functions with different effects; not the same underlying defect." + "reason": "Both are model-loading bugs, but one is lm_head tying and the other is dtype propagation." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "AyaVision weight tying and BLIP2 dtype casting are separate model-loading bugs." + "reason": "Both mention error handling, but they affect different code paths and are not the same underlying bug." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction and MPS attention correctness are unrelated." + "reason": "Completely different subsystems: image label reduction vs attention correctness on MPS." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and trainer loss signature changes are unrelated." + "reason": "Import path issue vs custom trainer API mismatch; no duplicate signal." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern loading, but FSDP CPU RAM efficient loading and init_empty_weights argument handling are different concrete failures." + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Different features: Qwen3-MoE sliding window vs PIL backend torchvision dependency." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode token skipping are different API bugs." + "reason": "Audio chat-template sampling rate vs Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and multimodal video token counting are different code paths." + "reason": "Different bugs in different code paths: Qwen3 MoE weight conversion vs multimodal token counting." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Remote-code config field loss and composite Qwen text_config unwrapping are config-loading issues, but not the same bug." + "reason": "Both involve config/model construction, but the actual bugs are different." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model warnings and Qwen3 MOE weight conversion are unrelated." + "reason": "Path-with-slash import warning is unrelated to Qwen3 MoE weight conversion." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined helpers in video token counting and batched video shape handling are both video-related but distinct bugs." + "reason": "Both mention video, but one is token counting undefined variables and the other is batched processor output shape." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different failure points." + "reason": "Both are CPU-offload/device issues, but model-specific failures in different modules; not one duplicate bug." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counters and GPT-OSS perplexity are unrelated." + "reason": "Trainer token accounting vs perplexity on a model benchmark are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: special-token insertion vs codec handling/warning behavior." + "reason": "Separate tokenizer regressions affecting different models and behaviors." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated." + "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState token counting." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Both concern video VLMs, but one is a missing-function bug and the other is a broader regression; not the same concrete issue." + "accept": true, + "reason": "Both point to the same video-input multimodal regression in Qwen/VLM code paths; the undefined video-token path is a plausible concrete cause of the broader v5.3.0 regression." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3 MOE FP8 loading and MobileLLM key errors are unrelated model-loading problems." + "reason": "Different loading/config errors for different models; no common underlying bug." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen-family load failures with different symptoms and likely different root causes." + "reason": "Qwen3 MoE weight conversion and Qwen3-VL shape mismatch are distinct load-time failures." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to PIL backend torchvision requirements." + "reason": "Init-empty-weights loading bug vs torchvision dependency regression are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading and Apple Silicon warmup TypeError are different failure modes." + "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are unrelated." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Qwen3.5 hidden-state bug and generic tokenization-version changes are not the same issue." + "reason": "Config save/load token-id loss is unrelated to MXFP4 quantization behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only the Qwen video-input pair (issue:43329 / issue:44479) as a plausible duplicate and avoids claiming stronger duplication evidence than the titles/body support. The remaining soft-edge rejections are reasonable and appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5992,8 +6024,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -6026,11 +6058,10 @@ "issue:44568", "issue:44737", "issue:44756", - "issue:44792", "issue:44821", + "issue:44849", "issue:44898", "issue:44913", - "issue:44964", "issue:44987", "issue:44991", "issue:45072", @@ -6042,17 +6073,19 @@ "issue:45488", "issue:45538", "issue:45588", + "issue:45701", "issue:45907", "issue:45987", "issue:46121" ], "soft_pairs": [ + "issue:44849|issue:45701", "issue:43697|issue:45357", - "issue:41720|issue:43540", "issue:42915|issue:44821", + "issue:41720|issue:43540", "issue:44568|issue:45488", - "issue:42915|issue:45538", "issue:33357|issue:34567", + "issue:42915|issue:45538", "issue:44987|issue:45538", "issue:43317|issue:45538", "issue:44479|issue:45381", @@ -6075,230 +6108,216 @@ "issue:43493|issue:43994", "issue:43257|issue:43756", "issue:43749|issue:44756", - "issue:44792|issue:44964", - "issue:43906|issue:45381", - "issue:44291|issue:44821" + "issue:43906|issue:45381" ], - "prepared_review_unit_hash": "969ef74dbf27fda2cb4a088eea5ffcd194ea4172c816944d3c059e8bcc436d5a", + "prepared_review_unit_hash": "6ff1ba7cb89d7a938e628bc4a1cb2d73336acba7b550d5ee76d3d966131ce2d6", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37136, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "soft_pair_count": 30, + "serialized_chars": 36795, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and not a single duplicate cluster. Only two soft edges look like true duplicates: the Qwen video-input regression pair and the SigLIP2 discrepancy pair.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 44479 is the best umbrella issue here: it describes the broad Qwen v5.3 video-input regression across multiple variants, and it subsumes the more specific qwen2.5-vl vision_position_ids report.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs. Only two soft duplicate families look plausible: the Qwen video-input regression pair and the SigLIP2 output-discrepancy pair.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44479 is the broadest, most central bug report here: it frames a concrete v5.3.0 video-input regression across several Qwen multimodal variants, and it best anchors the only nearby duplicate candidate (issue:45381).", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest representative issue because it is broad, concrete, and directly covers one accepted duplicate candidate; it is the most suitable anchor for the Qwen video regression subcluster.", + "best_issue_reason": "issue:44479 is the best representative issue because it describes a clear regression with a broad affected surface and maps to the strongest duplicate-like pairing in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Different models and failures: RTDetrV2 output drift vs Qwen3.5 save_pretrained key issue." + "reason": "Different subsystems: Qwen3.5 hidden-states bug vs a general tokenization-change report." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen-family models, but one is a device-mapping CUDA assert and the other is a video-input ValueError; different bugs." + "reason": "Different model families and failure modes; not the same underlying bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated code paths." + "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both are tokenizer bugs, but one is about added special tokens and the other about LlamaTokenizer overriding the tokenizer.json pre-tokenizer." + "reason": "Both involve Qwen, but one is device-mapping/cuda assert and the other is video preprocessing ValueError." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Tokenizer special-token bug vs LlamaTokenizer pre-tokenizer override bug; different code paths." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counting are different subsystems and symptoms." + "reason": "MacOS bus error with a CLIP model is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8/Qwen3Moe loading failure is unrelated to CLIPTokenizer model_max_length." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is not the same as CLIPTokenizer max-length handling." + "reason": "Loading a specific model repo vs a CLIP tokenizer max-length issue; no shared bug." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading bug is unrelated to tokenizer max-length behavior." + "reason": "Device-map/offload loading failure is unrelated to tokenizer max_length behavior." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same Qwen video-input regression family; 45381 is a specific manifestation of the broader v5.3 video regression described in 44479." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both are video-related Qwen issues, but they target different model families and different failure modes." + "reason": "Both report the same Qwen video-input regression in v5.3.0; 45381 looks like the specific qwen2.5-vl symptom of the broader regression in 44479." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and qwen3-vl StopIteration are distinct bugs." + "reason": "Both are video-input related, but the affected models and concrete errors differ." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape RuntimeError and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed weight-shape training error and tokenizer inconsistency are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are not the same underlying issue." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + "reason": "Different problems: model loading regression vs missing revision forwarding in list_repo_files." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading MobileLLM-125M and init_empty_weights _is_hf_initialized TypeError are different load-path bugs." + "reason": "Both are loading-time errors, but the model/key mismatch and init_empty_weights/_is_hf_initialized issues are distinct." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype issues, but they concern different models and different failure mechanisms." + "reason": "Both are dtype-related, but they affect different model classes and appear to be different bugs." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero probabilities and Perceiver non-default resolution failure are unrelated model-specific issues." + "reason": "Different vision-model failures with different symptoms and trigger conditions." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken duplicate-special-arg error and tokenizer loading for est-roberta are not the same bug." + "reason": "AddedToken argument collision and tokenizer loading failure are not the same defect." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange regression and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet CPU tensor placement bug and flash-attention sinkless-model crash are unrelated." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight-conversion bug and GPT-oss OOM are not duplicate reports." + "reason": "Qwen3 MOE conversion failure is unrelated to GPT-oss OOM." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 tied-weights bug and StaticCache return-type bug are different code paths." + "reason": "lm_head tying bug and StaticCache return-type bug are different code paths." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and custom compute_loss signature breakage are separate trainer issues." + "reason": "TrainerState token counter bug and compute_loss signature breakage are distinct trainer issues." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading failure are different problems." + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken error and Mistral regex-patching AttributeError are unrelated." + "reason": "Tokenizer AddedToken duplication and Mistral regex patching error are unrelated." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoXConfig reload persistence bug and convert_rope_params_to_dict TypeError are both rope-related but not the same concrete defect." + "reason": "GPTNeoX config reload bug and rope-params conversion TypeError are not the same issue." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 implementation discrepancy; the nonsensical AutoModel/pipeline outputs are a direct manifestation of the broader HF-vs-JAX mismatch." + "reason": "Both describe the same SigLIP2 correctness problem: HF outputs diverge from the expected behavior, with 43994 showing the user-facing symptom and 43493 pointing to the implementation discrepancy." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE loading/conversion and Smollm3 RoPE-layer mismatch are unrelated." + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer mismatch are unrelated." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "These are both memory-related, but one is FSDP loading and the other is mmap on Strix Halo; not the same bug." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Janus test failure and Phi-4 multimodal load failure are different model regressions." + "reason": "Different loading/performance bugs with no shared underlying defect." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of another issue is not enough here; the model and symptom details do not line up directly." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "init_empty_weights unexpected argument and AutoImageProcessor URL loading are unrelated." + "reason": "An isolated reproduction of another issue and a Qwen video-position regression are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the two accepted soft edges are the only ones that clearly read as same-bug duplicates from the titles alone. The choice of 44479 as the umbrella issue is conservative and supported by its broad Qwen video-regression scope. No overstated evidence stands out." + "feedback": "Grounded overall. The summary stays conservative, and the two accepted soft pairs are reasonably supported by the packet\u2019s issue titles and descriptions (Qwen video regression; SigLIP2 discrepancy). I don\u2019t see clear overstatement in the remaining rejections." }, "evaluator_used": true, "retried": false, @@ -6314,8 +6333,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -6338,18 +6357,20 @@ "issue:43756", "issue:43819", "issue:43824", - "issue:43906", + "issue:44291", "issue:44466", "issue:44488", "issue:44514", "issue:44589", "issue:44625", + "issue:44792", "issue:44811", "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44936", + "issue:44964", "issue:44977", "issue:45005", "issue:45042", @@ -6364,16 +6385,17 @@ "issue:45479", "issue:45600", "issue:45920", - "issue:46170", - "issue:46202" + "issue:46170" ], "soft_pairs": [ + "issue:44792|issue:44964", + "issue:44291|issue:44821", "issue:36010|issue:42175", "issue:28282|issue:34689", "issue:42175|issue:43824", "issue:45042|issue:45081", - "issue:43452|issue:44488", "issue:45357|issue:45920", + "issue:43452|issue:44488", "issue:43742|issue:44589", "issue:45405|issue:45600", "issue:28282|issue:29127", @@ -6382,8 +6404,8 @@ "issue:43531|issue:44821", "issue:44625|issue:44877", "issue:43756|issue:45325", - "issue:43697|issue:45216", "issue:43582|issue:44977", + "issue:43697|issue:45216", "issue:43720|issue:44898", "issue:44514|issue:45381", "issue:43452|issue:43577", @@ -6392,199 +6414,204 @@ "issue:44466|issue:45005", "issue:43452|issue:44843", "issue:45372|issue:46170", - "issue:43819|issue:44811", - "issue:43906|issue:46202" + "issue:43819|issue:44811" ], - "prepared_review_unit_hash": "96f3bec09b9f68b8e9dd1847ec688c313a9f99b894e825c79e99e72ae1d132c7", + "prepared_review_unit_hash": "a859b06f8f157aea9f3b6376472ba8b7d743509e489e0c89cbdb21641b4b0daa", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35404, - "estimated_input_tokens": 8851, - "estimated_eval_tokens": 17958 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36351, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous loading/config/runtime issues. The only plausible duplicate pair is the tied-weights serialization regression in v5 (`lm_head.weight` / translation models).", - "confidence": 0.63, - "canonical_issue_reason": "issue:44466 is the clearest, broadest statement of the tied-weights serialization regression in v5/main and best captures the shared root problem with the accepted duplicate pair.", + "summary": "Most pairs are separate model-loading or config regressions affecting different code paths. The only plausible duplicate is the tied-weights v5 serialization regression: issue 44466 looks like a specific manifestation of the broader problem described in 45005.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45005 is the broader, more representative report: it frames the tied-weights problem at the model-family level, while 44466 is a narrower device-dependent symptom (`lm_head.weight` serialization).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the best representative issue because it describes the underlying save/serialization bug more generally, while the paired issue is a more model-specific manifestation.", + "best_issue_reason": "Issue 45005 is the best canonical issue because it describes the underlying tied-weights regression more generally and can subsume the more specific 44466 report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and likely different loaders/test paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is an `init_empty_weights` constructor error; the other is URL loading for `AutoImageProcessor`." + }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Both are import/backend errors, but they involve different missing dependencies and unrelated code paths." + "reason": "Unrelated import/backend issues (`GenerationMixin` vs TensorFlow missing from a torch install)." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both concern model loading, but the PyTorch-missing import error and the Llama 3.2 vision loading break are different bugs." + "reason": "Both are load-time errors, but they involve different models and different failure modes." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging and Qwen2.5-VL import failure are unrelated problems." + "reason": "Different package/dependency problems; no shared bug path is evident." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is about PIL image processors requiring torchvision; the other is a mistral regex patch crash. Different code paths." + "reason": "One is a torchvision dependency issue in PIL image processors; the other is a Mistral regex patch crash." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Both are loading failures, but gguf_file handling and a specific model load regression are not the same bug." + "reason": "Both touch Qwen3.5/transformer regressions, but one is save-pretrained key serialization and the other is tokenizer output correctness." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "One is about incorrect save_pretrained visual encoder keys; the other is wrong AutoTokenizer token IDs across models." + "reason": "Both concern loading, but one is a `gguf_file` path regression and the other is a specific model load failure; root cause is not clear enough." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A MobileLLM key error and a Float8 storage lookup error are unrelated failure modes." + "reason": "Different low-level errors during model loading; no clear same code-path problem." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is an unmet dependency version bump; the other is stale auto_mappings references. Not the same issue." + "reason": "One is an unavailable dependency version bump; the other is stale auto-mapping references." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError for missing PyTorch and LayoutLMv3 box-content validation are different concerns." + "reason": "Different errors and different components; one is missing PyTorch, the other is a LayoutLMv3 validation/message issue." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Both mention labels, but one is a BeitImageProcessorFast reduction bug and the other is a sequence-classification loss bug." + "reason": "A Beit image-processor label-reduction bug is unrelated to sequence-classification loss behavior." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but they are different mechanisms and model-specific omissions." + "reason": "Both involve missing fields, but one is `trust_remote_code` return-object completeness and the other is strict config schema dropping a specific field." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." + "reason": "Different features and failure surfaces: Qwen3-MoE sliding window vs loading an image processor from URL." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but num_labels propagation and strict loading of granite_speech are not the same bug." + "reason": "Different Qwen3.5 config issues; one is `num_labels` propagation, the other is strict config loading for granite_speech." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE/position handling, but the affected models and concrete failure modes differ." + "reason": "Both are vision/rope-related, but they describe different models and different position/rope calculations." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are separate regressions." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation problems." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 checkpoint save_pretrained correctness." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and Perceiver resize/interpolation failures are different code paths." + "reason": "A packed-weight accelerate-loading bug is unrelated to Perceiver image classification resize/interpolation behavior." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is video vision_position_ids." + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video `vision_position_ids`; not the same bug." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated loading bugs." + "reason": "Different problems: GGUF loading vs Blip2 dtype propagation." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box validation are unrelated." + "reason": "DeepSpeed training weight-shape runtime error is unrelated to LayoutLMv3 box-content validation." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading failure and trainer.evaluate-after-train failure are different problems." + "reason": "Different training/inference lifecycle failures with no shared underlying bug." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both describe the same tied-weights serialization regression in v5: inconsistent `lm_head.weight` handling across devices and tied-weight issues in translation models." + "reason": "Both point to the same tied-weights regression in v5; 44466 is a narrower device-dependent serialization symptom of the broader issue in 45005." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading regression and unconditional model_info() offline failure are different tokenizer/load paths." + "reason": "GGUF loading regression is unrelated to an offline-mode tokenizer regex patch problem." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency issues are unrelated." + "reason": "Gemma 4 processor import failure from `mistral_common` is unrelated to Windows ROCm/`torch.distributed` dependency handling." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens behavior are different bugs." - }, - { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "A reproduction of an older issue and a Gemma pipeline roundtrip failure do not look like the same underlying bug." + "reason": "Different audio/model inference bugs: DAC latent decoding mismatch vs Whisper batch_decode special-token handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet. The accepted pair, issue:44466 and issue:45005, is the only clearly shared-root bug here: both point to a v5 tied-weights / `lm_head.weight` serialization regression. The remaining soft pairs are rejected conservatively and the summary does not materially overstate the evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The 44466/45005 link is the only clearly plausible duplicate, and the justification for choosing 45005 as the broader canonical issue is supported by the titles. The other pair verdicts avoid overclaiming and do not assert duplicates without evidence." }, "evaluator_used": true, "retried": false, @@ -6600,8 +6627,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -6613,7 +6640,6 @@ "issue:33666", "issue:34567", "issue:35141", - "issue:36010", "issue:38175", "issue:41720", "issue:43295", @@ -6626,6 +6652,7 @@ "issue:43697", "issue:43720", "issue:43742", + "issue:43906", "issue:43927", "issue:44361", "issue:44442", @@ -6636,7 +6663,6 @@ "issue:44514", "issue:44561", "issue:44568", - "issue:44610", "issue:44704", "issue:44743", "issue:44843", @@ -6652,23 +6678,25 @@ "issue:46002", "issue:46050", "issue:46178", + "issue:46202", "issue:46209" ], "soft_pairs": [ + "issue:43906|issue:46202", "issue:43295|issue:45356", "issue:30064|issue:33666", "issue:44936|issue:45823", - "issue:44484|issue:44704", "issue:43653|issue:44361", "issue:44361|issue:44442", "issue:38175|issue:43295", + "issue:44484|issue:44704", "issue:45542|issue:46178", "issue:44514|issue:45290", "issue:43577|issue:43697", "issue:43653|issue:44568", "issue:44493|issue:46050", - "issue:44843|issue:44991", "issue:29159|issue:33357", + "issue:44843|issue:44991", "issue:44464|issue:44743", "issue:43653|issue:43927", "issue:43531|issue:43742", @@ -6683,238 +6711,230 @@ "issue:45491|issue:46002", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:43504|issue:43720", - "issue:43504|issue:43550", "issue:41720|issue:44464", - "issue:43504|issue:44610", - "issue:33666|issue:36010" + "issue:43504|issue:43720", + "issue:43504|issue:43550" ], - "prepared_review_unit_hash": "0d89c5d3a6a230273a45e4f358014289db71bbdb8d622f6872cba127d43e9f6e", + "prepared_review_unit_hash": "43fb3e71347b2180a3c5574a042cb1a61a66974f329ad3365657be6e2aa2e97c", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37777, - "estimated_input_tokens": 9445, - "estimated_eval_tokens": 19146 + "soft_pair_count": 32, + "serialized_chars": 37454, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct bugs spanning tokenizer loading/behavior, training, generation, model loading, and backend availability. I do not see any soft pair that is the same underlying issue, so none should be merged as duplicates.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 43653 is the closest anchor because the cluster\u2019s soft links skew toward tokenizer-related failures, and it has inbound references; however, this is not a strong canonical due to the overall mix of unrelated bugs.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated bug reports across tokenizers, generation, training, model loading, and device/runtime issues. I found no strong duplicate pair; all soft-edge candidates should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "If one issue must serve as the representative, issue 43653 is the most concrete and narrowly scoped: it has a specific tokenizer failure, clear symptom (empty decode output), and CI relevance.", "canonical_pr_reason": null, - "best_issue_reason": "43653 is the most representative issue among these because it sits near the most repeated theme in the set (tokenizer behavior/load regressions), but the cluster is too diverse for a true duplicate hub.", + "best_issue_reason": "Issue 43653 is the best standalone representative because it is precise, reproducible, and self-contained compared with the broader or more ambiguous reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both are roundtrip/tokenization-adjacent, but they target different models and different failure modes; not the same underlying bug." + }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/regression reports, but they describe different failures and code paths (processor.tokenizer/images handling vs codec/fix_mistral_regex behavior)." + "reason": "Both mention tokenizer regressions, but one is a processor/custom-code regression and the other is a codec/regex issue in Kimi-K2.5; different code paths." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different subsystems and symptoms: image processor void-segmentation handling vs multi-GPU training for Qwen2-VL." + "reason": "Image processor segmentation-map failure vs multi-GPU training on Qwen2-VL; unrelated symptoms and subsystems." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Unrelated problems: trainer state after train/evaluate vs device-map forward mismatch in Gemma4 PLE." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "One is about default shard size in save_pretrained; the other is AutoProcessor not forwarding kwargs to cached_file." + "reason": "Trainer lifecycle bug after train() vs Gemma4 device mismatch under device_map=\"auto\"; not the same defect." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes (special-token registration vs AttributeError on tasks)." + "reason": "Both are tokenizer issues, but one is a special-token registration bug and the other is an AttributeError in a different tokenizer implementation." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizers, but one is an AttributeError in MLukeTokenizer and the other is AutoTokenizer failing to load a specific tokenizer class." + "reason": "Different tokenizer loaders fail for different reasons; no shared concrete code-path." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different model/runtime issues: zero probabilities in SigLIP2 vs custom processor/tokenizer regression." + "reason": "Unexpected zero probabilities in SigLIP2 is a model inference problem, not the same as a tokenizer/processor regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save_pretrained shard size question vs AutoProcessor kwargs forwarding bug; no duplicate underlying issue." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both concern optional backend detection, but they target different backends and different error conditions; not the same bug." + "reason": "Both concern backend detection, but one is TensorBoard/TF availability and the other is an unsupported tensorflow_text backend mapping error." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in apply_chat_template, but the triggers are different (batched padding=False vs assistant tool-call messages without content)." + "reason": "Both crash in apply_chat_template, but with different triggers: batched padding=False vs tool-call assistant messages with no content." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Distinct issues: dtype propagation when loading BLIP2 vs output differences in RTDetrV2 under Transformers v5." + "reason": "BLIP2 dtype propagation bug vs RTDetrV2 output mismatch in v5; different models and failure mechanisms." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are special-token related, but one is BigBirdTokenizer mask-token registration and the other is mdeberta BOS/EOS insertion behavior." + "reason": "Both are tokenizer-related regressions, but they affect different tokenizers and different behaviors (decode output vs add_special_tokens BOS/EOS)." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different serialization/loading problems: unexpected position-id keys vs quantized sinq model breakage after save/load." + "reason": "Unexpected key warnings with position IDs vs quantized model save/load breakage; not the same bug." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer load regressions, but one is offline model_info patching and the other is a specific tokenizer failing on a particular model." + "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error on a community CLIP model; too broad and not the same concrete failure." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is not the same as the MacOS bus error with a community CLIP model." + "reason": "Offline model_info() call in tokenizer patch vs tokenizer loading failure for a specific model; related area but different root cause." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both mention generation/cache, but one is chunked generation with compiled forward and the other is recurrent-state reset in a specific modular Qwen3.5 implementation." + "reason": "Compiled-forward chunked generation inconsistency vs recurrent state reset in modular_qwen3_5; distinct code paths and symptoms." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Different bugs: BigBirdTokenizer special-token registration vs DiaConfig losing custom token IDs on save/load." + "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs; different artifacts and failure modes." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Distinct issues: Qwen3-MoE sliding_window behavior vs key error loading MobileLLM-125M." + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM loading key error; no shared underlying bug." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but they concern different models and different mechanisms (compiled forward chunking vs flash-attention behavior)." + "reason": "Both affect generation, but one is a compiled-forward inconsistency and the other is a flash-attention regression in Qwen3.5." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different failure classes: torch.compile/SDPA on Bamba vs configuration token-ID loss on save/load." + "reason": "torch.compile + SDPA failure in Bamba vs DiaConfig token-ID loss; unrelated." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code-ish compatibility, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + "reason": "Both involve trust_remote_code/custom models, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Unrelated model/runtime issues: Qwen3.5 flash-attention generation vs FP8 inference failing on B200." + "reason": "Qwen3.5 flash-attention generation issue vs FP8 inference failure on B200; different hardware/runtime problems." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different problems: Bamba torch.compile + SDPA vs MLukeTokenizer task AttributeError." + "reason": "Different model/runtime failure classes: compile+SDPA vs tokenizer AttributeError." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Both are model/runtime edge cases, but one is BLIP2 dtype loading and the other is flash_attention.py crashing on s_aux=None." + "reason": "BLIP2 dtype propagation bug vs flash_attention.py crashing on s_aux=None; unrelated." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are different trainer bugs." + "reason": "Trainer broadcast TypeError vs TrainerState token counter not updating; different trainer bugs." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError for missing PyTorch and embedding reinitialization after resizing are unrelated." + "reason": "PyTorch missing ImportError vs embedding reinitialization during post_init; unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a GPU sliding-window attention issue and the other is NaNs in classification heads after checkout/init." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on mixed-length batches and the other is classification-head initialization/checkout NaNs." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Different areas: trainer GPU broadcast error vs Qwen2-VL multi-GPU training discussion." + "reason": "Trainer GPU broadcast TypeError vs Qwen2-VL multi-GPU training request; not the same concrete bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Different serialization/regression topics: lm_head.weight serialization vs sinq quantized save/load breakage." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Both are loading-related, but one is a legacy field in Beit semantic segmentation and the other is BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Distinct bugs in different models and stacks: Beit preset loading vs Bamba torch.compile with SDPA." + "reason": "Serialization of lm_head.weight differs by device vs quantized sinq model save/load breakage; different root causes." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert and chunked generation compiled-forward inconsistency are different failure paths." + "reason": "cudaErrorAssert on Qwen3 auto device mapping vs compiled-forward chunked generation inconsistency; no common bug." }, { "left": "issue:43504", - "right": "issue:44610", + "right": "issue:43720", "accept": false, - "reason": "Different model-loading vs preprocessing issues: Beit legacy field vs OmDet-Turbo processor output size mismatch." + "reason": "BEiT legacy field loading issue vs BitNet packed-weight unpacking during accelerate loading; different model-loading problems." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Both are model loading/runtime issues, but one is a legacy field preset load failure and the other is a torch.compile SDPA failure." } ] }, @@ -6933,8 +6953,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -6942,12 +6962,14 @@ "issue:32090", "issue:33357", "issue:33666", + "issue:36010", "issue:36331", "issue:39692", "issue:43262", "issue:43295", "issue:43452", "issue:43493", + "issue:43504", "issue:43525", "issue:43540", "issue:43572", @@ -6964,13 +6986,11 @@ "issue:44361", "issue:44451", "issue:44479", - "issue:44488", - "issue:44493", "issue:44554", "issue:44568", + "issue:44610", "issue:44625", "issue:44821", - "issue:44843", "issue:44849", "issue:44913", "issue:44964", @@ -6984,12 +7004,13 @@ "issue:45823", "issue:46050", "issue:46192", - "issue:46209", - "issue:46285" + "issue:46209" ], "soft_pairs": [ - "issue:43688|issue:45440", + "issue:43504|issue:44610", + "issue:33666|issue:36010", "issue:43742|issue:44821", + "issue:43688|issue:45440", "issue:45823|issue:46050", "issue:28282|issue:32090", "issue:43262|issue:43295", @@ -7000,10 +7021,10 @@ "issue:43606|issue:43927", "issue:44849|issue:46209", "issue:33666|issue:36331", - "issue:43525|issue:43572", "issue:43720|issue:44361", - "issue:43756|issue:44913", + "issue:43525|issue:43572", "issue:43493|issue:43825", + "issue:43756|issue:44913", "issue:39692|issue:43493", "issue:44964|issue:45405", "issue:44479|issue:44625", @@ -7012,207 +7033,198 @@ "issue:43688|issue:43749", "issue:44568|issue:45812", "issue:43540|issue:44977", - "issue:45200|issue:45229", - "issue:44488|issue:44843", - "issue:39692|issue:43295", - "issue:44493|issue:46285" + "issue:45200|issue:45229" ], - "prepared_review_unit_hash": "465f9e6d4c145ce1fdd2188b8569cb3eb0ad2749f6def2cfca70eb8bdd8dbac1", + "prepared_review_unit_hash": "b5f153fa2a7132f8c934faaa7d613ddb4f9b39bf9033d5170952a9f9cf23134a", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36165, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items form a loose transformer-regression cluster, but the concrete bugs are mostly unrelated across loading, tokenizer, config, multimodal, and training paths. I would not merge any of the proposed soft pairs.", - "confidence": 0.56, - "canonical_issue_reason": "issue:44843 is the best representative of the cluster because it describes a core AutoTokenizer.from_pretrained regression with a clear root-cause loading path and broad version impact, which is more central than the model-specific symptom reports.", + "summary": "This cluster is very heterogeneous: most soft pairs only overlap on broad themes like loading, configs, tokenizers, or regressions, but they describe different bugs and code paths. I would use issue #45812 as the representative issue because it is a clear, high-impact regression with inbound references, but it is not a true duplicate hub for the whole set.", + "confidence": 0.27, + "canonical_issue_reason": "Issue #45812 is the strongest representative anchor: it describes a concrete, user-visible regression in AutoTokenizer across Granite models, with inbound references and a clear failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest overall issue candidate for triage because it targets shared library loading behavior, has a clear regression framing, and is broad enough to stand in for the cluster's general theme of v5 breakages.", + "best_issue_reason": "Issue #45812 is the best overall issue for the cluster because it is specific, high-impact, and better supported than the more generic or narrowly scoped alternatives.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: pretrained BEiT preset loading vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Different model families and different bugs: auxiliary-loss normalization in OLMoE/GPT Oss vs a DeepseekV3 implementation divergence." + "reason": "Unrelated failures: Qwen2-VL multi-GPU training vs GenerationMixin import error." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "One is a MobileLLM load-time key error; the other is an AutoImageProcessor URL-loading failure. Same area, but not the same underlying bug." + "reason": "Different load paths and symptoms: MobileLLM key error vs AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model-level issues: auxiliary loss normalization vs DeepseekV3MoE implementation divergence." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device placement mismatch during forward is unrelated to a sinq quantization save/load breakage." + "reason": "Different problems: Gemma4 device mismatch during forward vs sinq save/load quantization breakage." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch missing ImportError is unrelated to Trainer/gpu broadcast handling of NoneType." + "reason": "Unrelated errors: missing PyTorch import vs Trainer GPU broadcast NoneType type error." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image regression are different code paths and symptoms." + "reason": "Different regressions: audio chat-template sampling-rate default vs processor.tokenizer/images regression." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch dependency and a MacOS CLIP bus error are clearly separate failure modes." + "reason": "Different failures with no shared code path: PyTorch import error vs MacOS bus error on CLIP model." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to DiaConfig custom token ID persistence." + "reason": "Different code paths: BitNet packed-weight loading vs DiaConfig custom token ID persistence." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs and ignored return_tensors in text_kwargs are different bugs with different surfaces." + "reason": "Different issues: SigLIP2 wrong outputs vs return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both concern loading models, but the gguf_file regression and ScandiBERT load failure do not look like the same concrete code-path problem." + "reason": "Different loading bugs: gguf_file handling vs inability to load ScandiBERT." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token ID loss." + "reason": "Different bugs: CPU offload device mismatch vs config save/load losing custom token IDs." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state handling and FP8 inference failure on B200 are different bugs in different execution paths." + "reason": "Different model/runtime failures: Qwen3.5 hidden-states bug vs FP8 inference failure on B200." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support for Qwen2-VL and CustomTrainer's num_items_in_batch API mismatch are not the same issue." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both mention missing pad-token-related config fields, but they affect different model configs and attributes; not enough to treat as one bug." + "reason": "Different training problems: Qwen2-VL multi-GPU support vs custom trainer signature mismatch." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet weight unpacking on load is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "Different subsystems: BitNet accelerate loading bug vs MLukeTokenizer AttributeError." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload loss are both config-related, but they are different model-specific defects." + "reason": "Similar theme of missing config fields, but different models and attributes; not the same underlying bug." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "A SigLIP2 implementation discrepancy and a pipeline translation error message regression are unrelated." + "reason": "Different issues: SigLIP2 implementation mismatch vs pipeline translation-task messaging in v5." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior, but one is Smollm3 RoPE layer dropping and the other is GPTNeoX rotary_pct reload behavior." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is documentation/example mistakes and the other is an implementation discrepancy; not the same underlying bug." + "reason": "Same model family, but doc-example errors and JAX/HF implementation divergence are distinct problems." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure and an invalid MIN_PEFT_VERSION bump are unrelated." + "reason": "Unrelated: Phi-4 multimodal load failure vs PEFT minimum-version bump to an unreleased release." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "The former is a video-input regression across Qwen VL variants; the latter is num_labels propagation in Qwen3.5 config. Different bugs." + "reason": "Different Qwen3.5 bugs: video-input regression vs num_labels propagation." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype loading and an MPS attention correctness issue are separate problems." + "reason": "Different runtime areas: Blip2 dtype casting issue vs MPS attention correctness bug." }, { "left": "issue:44849", - "right": "issue:46209", + "right": "issue:45357", "accept": false, - "reason": "A Qwen3.5 hidden-states bug is not the same as FP8 inference failure on B200 hardware." + "reason": "Same model family, but hidden-states output bug and save_pretrained key regression are different code-path failures." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Different problems: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens handling for mdeberta and the other is wrong token IDs for Granite; different concrete failures." + "reason": "Both are tokenizer regressions, but they affect different models and different behavior; not the same bug." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are different code paths." + "reason": "Unrelated Qwen issues: video-input processing vs flash-attention generation behavior." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated Gemma4 issues." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Both involve model loading, but a specific model failing to load and an unconditional hub call in _patch_mistral_regex are different root causes." - }, - { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "Documentation/example errors for SigLIP2 and a processor/tokenizer regression are not the same underlying bug." - }, - { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Unexpected key warnings from position-id changes and CLIP text-model structure inconsistency are different serialization/architecture issues." + "reason": "Different Gemma4 concerns: mm_token_type_ids defaulting vs multi-GPU inference CUDA OOM." } ] }, @@ -7231,19 +7243,19 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ - "issue:29159", "issue:29942", "issue:30333", - "issue:32090", "issue:33357", "issue:33666", + "issue:39692", "issue:43257", "issue:43278", + "issue:43295", "issue:43299", "issue:43334", "issue:43493", @@ -7257,7 +7269,6 @@ "issue:43756", "issue:43824", "issue:43844", - "issue:43873", "issue:43927", "issue:43994", "issue:44112", @@ -7266,12 +7277,13 @@ "issue:44423", "issue:44464", "issue:44466", + "issue:44488", "issue:44493", "issue:44589", "issue:44625", "issue:44734", "issue:44792", - "issue:44964", + "issue:44843", "issue:45083", "issue:45229", "issue:45405", @@ -7282,20 +7294,24 @@ "issue:45704", "issue:45759", "issue:45823", - "issue:46050" + "issue:46050", + "issue:46285" ], "soft_pairs": [ - "issue:43688|issue:45704", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:44493|issue:46285", "issue:43756|issue:45083", + "issue:43688|issue:45704", "issue:43493|issue:43844", - "issue:43334|issue:43572", "issue:43646|issue:44466", + "issue:43334|issue:43572", "issue:45229|issue:45823", "issue:33357|issue:33666", "issue:43334|issue:45759", "issue:43927|issue:44361", - "issue:43824|issue:44589", "issue:44589|issue:45520", + "issue:43824|issue:44589", "issue:43504|issue:43606", "issue:43278|issue:43844", "issue:44625|issue:45759", @@ -7306,217 +7322,214 @@ "issue:43606|issue:44112", "issue:44792|issue:45405", "issue:43688|issue:45701", - "issue:45588|issue:46050", "issue:44464|issue:45584", + "issue:45588|issue:46050", "issue:43994|issue:44493", "issue:44423|issue:44734", - "issue:29942|issue:30333", - "issue:43844|issue:44964", - "issue:43688|issue:43873", - "issue:29159|issue:32090" + "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "8e7e893484b0630698639ee4c0ea1b00902dd45428ac31fabeccf0361fd07890", + "prepared_review_unit_hash": "6e67211796c306eb21e91c55499108a7f6772359d7efc5ed4b7c9c6d23b4778e", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35897, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "serialized_chars": 36599, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial topical matches across unrelated bugs, model families, or code paths. None look like the same underlying defect, so no duplicate merge is justified. The broadest representative issue is the tokenizer-regression report (45701), but it is not a true canonical duplicate for the rest.", - "confidence": 0.8, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated bug reports across different models and subsystems; none of the soft pairs look like the same underlying issue strongly enough to merge. No pull requests are present.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression here (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the best representative issue among a set of mostly narrower model-specific load/runtime bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the broadest and most reusable report in the set because it describes a general tokenizer-version regression, but it still does not match the other reports closely enough to serve as a true canonical duplicate.", + "best_issue_reason": "issue:43646 is the most general and central issue title in the set, and best fits as the cluster representative if one issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Different bugs: auxiliary-loss normalization in MoE models vs a T5/apex RMSNorm memory leak." + "reason": "Both involve loading/tokenizer behavior, but one is a specific model load failure and the other is an offline-mode hub lookup bug; different underlying causes." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Unrelated failures: RoPE-layer dropping in Smollm3 vs a feature-extraction length helper issue in qwen3_omni_moe." + "reason": "Doc-example errors in SigLIP2 versus a regression in processor/tokenizer handling for custom model code; not the same bug." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Both are model-quality regressions, but one is SigLIP2 implementation mismatch and the other is ZeRO-3 gradient blowup; not the same code-path problem." + "reason": "One is a broad unexpected-key symptom during model loading; the other is a specific CLIP class structure inconsistency." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Both mention missing config fields after the 5.0 update, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + "reason": "RoPE-layer dropping in Smollm3 is unrelated to the qwen3_omni_moe feature-extraction helper behavior." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different defects in different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the DeepSpeed/gradient regression." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is not the same issue as device-dependent `lm_head.weight` serialization." + "reason": "Custom model initialization failure and lm_head serialization depending on device are different code paths and symptoms." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-attribute reports after v5, but they affect different models and different fields, so they are not the same bug." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is multi-GPU OOM and the other is a device-mismatch forward bug; different underlying failures." + "reason": "CUDA OOM in multi-GPU inference and a forward-pass device mismatch are distinct failures." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely different subsystems and symptoms: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing config attribute while the other is `from_config` not unwrapping `text_config`; not the same concrete bug." + "reason": "Missing pad_token_id in Qwen3-VL and not unwrapping text_config for composite Qwen configs are different loading bugs." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/config failures: lost custom token IDs after save/load vs a tokenizer AttributeError on tasks." + "reason": "Config token IDs being lost on save/load is unrelated to MLukeTokenizer\u2019s task-time AttributeError." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the Float8 storage type error." + "reason": "A missing Float8 storage type and a flash_attn import KeyError are different environment/import problems." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Different failure modes: missing Float8 storage registration vs `flash_attn` KeyError on Python 3.13." + "reason": "Qwen2.5-VL import failure is unrelated to the Float8 storage lookup error." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field loading issue for BEiT is unrelated to the Bark CPU-offload device mismatch." + "reason": "Legacy-field loading failure and CPU-offload device mismatch are different bugs." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to the ZeRO-3 gradient anomaly." + "reason": "Embedding dtype drift between train/eval is unrelated to the ZeRO-3 gradient increase regression." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3.5 config issues, but one is `num_labels` propagation and the other is `from_config` text-config unwrapping; too different to merge." + "reason": "num_labels propagation and text_config unwrapping are separate configuration issues." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version load failure; not the same bug." + "reason": "Both mention Qwen3 MoE loading, but one is about accelerate/deepspeed weight conversion and the other about a dev-version load break; not clearly the same defect." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are 5.0 compatibility regressions, but one is a missing config field and the other is an unexpected `_is_hf_initialized` argument." + "reason": "Missing pad_token_idx after v5 and unexpected _is_hf_initialized with init_empty_weights are different API regressions." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "CUDA OOM during tensor-parallel load is unrelated to an unmet PEFT version pin." + "reason": "TP OOM while loading a large model is unrelated to a PEFT version-bump packaging issue." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer issues: BEiT legacy-field loading vs BigBird mask token registration/empty decode." + "reason": "Legacy-field loading and tokenizer special-token registration are different problems." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different device-related problems: CPU offload mismatch vs a stale CI override test." + "reason": "A real device-mismatch bug and a stale CI test are not the same underlying issue." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + "reason": "Janus image-generation test failure is unrelated to the PEFT release-version bump." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to a general tokenizer-version regression." + "reason": "Aux-loss normalization and tokenization changing across versions are unrelated." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Flash-attention sink handling error is unrelated to quantized save/load breakage." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after token alignment are different generation bugs." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after token alignment." + "reason": "flash_attention sink-less-model crash and sinq save/load breakage are different issues." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 inference corruption and unexpected position-id keys are different problems." + "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different symptoms with different likely causes." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but one is a multimodal `.to` type error and the other is KV-cache indexing; different code paths." + "reason": "Two different transformers-serve crashes: one from multimodal tensor handling, the other from KV-cache continuation indexing." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures are unrelated to MLflow reporting after training failure." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "Different model/runtime issues: ZeRO-3 gradient instability vs failure to load Phi-4 multimodal." - }, - { - "left": "issue:43688", - "right": "issue:43873", - "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to quantization offloading behavior." - }, - { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs are unrelated." } ] }, @@ -7535,13 +7548,15 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ "issue:15354", "issue:28218", + "issue:29159", + "issue:32090", "issue:33357", "issue:34567", "issue:38175", @@ -7552,9 +7567,8 @@ "issue:43450", "issue:43493", "issue:43540", - "issue:43550", "issue:43572", - "issue:43575", + "issue:43688", "issue:43701", "issue:43844", "issue:43873", @@ -7567,6 +7581,7 @@ "issue:44610", "issue:44849", "issue:44898", + "issue:44964", "issue:44987", "issue:45072", "issue:45084", @@ -7574,7 +7589,6 @@ "issue:45198", "issue:45200", "issue:45290", - "issue:45325", "issue:45356", "issue:45381", "issue:45406", @@ -7584,16 +7598,18 @@ "issue:45823", "issue:46050", "issue:46121", - "issue:46178", "issue:46192", "issue:46209", "issue:46285" ], "soft_pairs": [ + "issue:43844|issue:44964", + "issue:43688|issue:43873", + "issue:29159|issue:32090", "issue:28218|issue:34567", "issue:44554|issue:45446", - "issue:45084|issue:45520", "issue:15354|issue:38175", + "issue:45084|issue:45520", "issue:43540|issue:45200", "issue:44521|issue:45290", "issue:43873|issue:46050", @@ -7610,220 +7626,210 @@ "issue:43295|issue:44610", "issue:39692|issue:46192", "issue:44554|issue:45356", - "issue:45381|issue:46209", "issue:43572|issue:44987", + "issue:45381|issue:46209", "issue:43295|issue:43873", "issue:44898|issue:45412", - "issue:43572|issue:43957", "issue:43950|issue:46285", - "issue:44466|issue:45127", - "issue:43550|issue:43844", - "issue:45200|issue:45325", - "issue:45520|issue:46178", - "issue:43450|issue:43575" + "issue:43572|issue:43957", + "issue:44466|issue:45127" ], - "prepared_review_unit_hash": "81ee6c8b1bc6940f69eae6c21e064ec08f667cb1b78697bcf55d2ef27384f72f", + "prepared_review_unit_hash": "175c1006598f43d46a9cfa8989007ba21a65139e3a66e82bea589c1fbaaa112f", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37226, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "soft_pair_count": 30, + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers bugs and regressions across tokenization, chat templates, multimodal processors, generation, loading/serialization, quantization, and device/dtype handling. None of the soft pairs look like the same underlying bug/change, so no soft edge should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a safe canonical because the items span many unrelated failure modes rather than one duplicate thread.", - "canonical_pr_reason": "No pull requests are present in the provided items, so there is no PR canonical to choose.", - "best_issue_reason": "No issue clearly subsumes the others; the set is too heterogeneous for a global best issue.", - "best_pr_reason": "No pull requests are present in the provided items, so there is no PR candidate to select.", + "summary": "This cluster is mostly heterogeneous: the soft-similarity links generally point to related subsystems (tokenizers, processors, quantization, generation), but not the same underlying bug or change. No soft edge is strong enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the best representative only by cluster centrality: it is open, has the most discussion/inbound attention among the broadly recurring quantization/offloading topics, and reads like a substantive user-facing regression. The cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster because it has high activity and a broad, concrete failure mode. It is not a perfect canonical duplicate, just the least arbitrary representative.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: ZeRO-3 gradient growth during training vs model loading failure for a specific multimodal model." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Both mention training/inference behavior, but one is auxiliary-loss normalization in MoE models and the other is quantization/offloading behavior. Not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast TypeError." + }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token-count update regression; different subsystems and symptoms." + "reason": "Extra space after added token is a tokenizer formatting bug; TrainerState num_input_tokens_seen not updating is a training-state bookkeeping issue." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs PyTorch version-check import bug; unrelated code paths." + "reason": "Both are attention-related, but one is an MPS correctness bug in attention math and the other is a PyTorch version guard for flex_attention import." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Template-node compile error vs flash_attn backend lookup failure; not the same defect." + "reason": "JIT export failure with GeneratorExp is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "torch.jit.script GeneratorExp limitation vs SigLIP2 probability anomaly; unrelated." + "reason": "Non-template node compilation and flash_attn import KeyError are unrelated failures in different code paths." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing ValueError vs Gemma4 multimodal token-id defaulting; different model paths." + "reason": "Both involve multimodal inputs, but one is video processing in Qwen3OmniMoe and the other is Gemma4 text-only fine-tuning needing default mm_token_type_ids." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch chat templates, but one is all-zero assistant masks and the other is tool-call crash; different bugs." + "reason": "Both touch chat templating, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior vs sinq save/load corruption; different lifecycle stages." + "reason": "Both mention quantization/offloading, but one is offloading not working and the other is save_pretrained/from_pretrained corruption after sinq quantization. Different concrete bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 mm_token_type_ids handling vs device_map auto forward device mismatch; unrelated." + "reason": "Gemma4 token-type defaults and a device_map='auto' PLE device mismatch are different issues." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 evaluation dtype drift vs resume checkpoint key mismatch; no shared root cause." + "reason": "Embedding dtype drift in evaluate is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 inference dtype mismatch vs Wav2Vec2 save_pretrained/tokenization failure; different problems." + "reason": "Bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/padding crash vs return_tensors precedence bug; separate tokenizer issues." + "reason": "Tokenizer crash on NER/batched padding is not the same as return_tensors being ignored when text_kwargs is passed explicitly." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs rope-param dict conversion type error; unrelated." + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to rope validation TypeError on JSON-loaded lists." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 hidden-states bug; different code paths." + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device_map auto forward mismatch vs return_tensors being ignored; not the same bug." + "reason": "A device mismatch with device_map='auto' is unrelated to ignored return_tensors behavior." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy vs resume_from_checkpoint key mismatch; unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint key mismatch." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space bug vs MacOS bus error in CLIP model loading; different failure modes." + "reason": "Tokenizer spacing after added token is unrelated to a MacOS bus error in CLIP loading." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "processor.tokenizer regression vs batched video shape bug; different multimodal paths." + "reason": "Processor/tokenizer regression and batched video-shape bug are both processor issues, but not the same underlying failure." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "processor.tokenizer regression vs OmDet processor/model size mismatch; unrelated." + "reason": "Shared processor wording is too broad; one is a processor/tokenizer API regression, the other is an image-size mismatch for OmDet-Turbo." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation example errors vs tokenizer kwargs handling regression; not the same defect." + "reason": "SigLIP2 doc example/model-processor mismatch and quantization failure are unrelated to ignored return_tensors." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer regression; unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL video position-id bug vs FP8 inference failure on B200; separate issues." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig missing pad_token_idx vs model-loading regression on v5.1.0; different root causes." - }, - { - "left": "issue:43950", - "right": "issue:46285", - "accept": false, - "reason": "from_pretrained buffer corruption vs CLIP text-model structure inconsistency; not the same bug." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading failure for physical-intelligence/fast." }, { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver resize/interpolation failure vs RT-DETR memory leak; unrelated." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "lm_head serialization inconsistency vs LoRA merge collapse with extended vocab; different bugs despite tied-weights theme." - }, - { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient explosion; unrelated training/runtime issues." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated bugs." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Gemma4 multimodal token-id defaulting vs Qwen2.5-VL rope scaling bug; different models and code paths." + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "flash_attn import KeyError vs tensorflow_text backend mapping error; unrelated import machinery." + "reason": "Perceiver interpolation failure and RT-DETR memory not being released are different subsystems and bug classes." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Batched video shape bug vs OOM while loading a 57B model; no shared underlying defect." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structural changes in v5.6." } ] }, @@ -7856,24 +7862,23 @@ "issue:43278", "issue:43295", "issue:43334", - "issue:43335", "issue:43450", "issue:43493", "issue:43525", "issue:43526", "issue:43550", - "issue:43606", + "issue:43575", "issue:43653", "issue:43696", "issue:43819", "issue:43824", "issue:43827", + "issue:43844", "issue:43856", "issue:43901", "issue:43957", "issue:43975", "issue:44112", - "issue:44206", "issue:44442", "issue:44514", "issue:44521", @@ -7882,13 +7887,15 @@ "issue:44857", "issue:45083", "issue:45198", + "issue:45200", "issue:45290", + "issue:45325", "issue:45412", "issue:45520", - "issue:45584", "issue:45593", "issue:45759", "issue:46170", + "issue:46178", "issue:46192", "issue:46209", "issue:46234", @@ -7896,231 +7903,238 @@ "issue:46326" ], "soft_pairs": [ + "issue:43550|issue:43844", + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43450|issue:43575", "issue:43334|issue:43525", "issue:37428|issue:43957", "issue:42490|issue:43696", "issue:43824|issue:43975", "issue:43278|issue:43856", - "issue:45290|issue:46326", "issue:43526|issue:46192", + "issue:45290|issue:46326", "issue:38175|issue:43493", "issue:43653|issue:44112", "issue:42915|issue:43824", "issue:43295|issue:43493", "issue:44442|issue:45198", "issue:38175|issue:45412", - "issue:37428|issue:43824", "issue:43262|issue:43450", - "issue:44514|issue:44521", + "issue:37428|issue:43824", "issue:45520|issue:46170", "issue:45759|issue:46285", + "issue:44514|issue:44521", "issue:44561|issue:46234", - "issue:41720|issue:46209", "issue:44610|issue:44857", - "issue:43819|issue:44112", + "issue:41720|issue:46209", "issue:43827|issue:43901", + "issue:43819|issue:44112", "issue:43819|issue:45083", - "issue:44206|issue:45584", - "issue:44857|issue:45593", - "issue:43335|issue:43550", - "issue:43606|issue:45083" + "issue:44857|issue:45593" ], - "prepared_review_unit_hash": "9df41dba1f998881ab95672c5b3c7a016417d918504583f84c0df2f9f137e2e5", + "prepared_review_unit_hash": "2dde93618d9329bf379289bc6c288ce00e7e2ff202340e7e05709f2ba6637433", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35718, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug or change. I rejected all soft edges; the only mildly related groupings are still too broad or symptom-level to merge safely.", - "confidence": 0.72, - "canonical_issue_reason": "No single canonical issue is safe here because the set spans unrelated bugs across import errors, model-specific regressions, processor/chat-template behavior, and docs issues.", + "summary": "The cluster is highly heterogeneous: import/backends, model-specific inference, processor/template behavior, docs, and training/memory issues. None of the soft pairs are convincing duplicates of the same concrete bug or change, so all should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits this cluster because the issues are unrelated and do not converge on one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative if one must be chosen: it has the broadest, most actively discussed template-related scope and clusters thematically with other chat-template issues, though it is still not a duplicate of them.", + "best_issue_reason": "No issue is a strong global representative; the cluster spans multiple distinct subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Both are training/inference failures, but one is Bamba SDPA torch.compile and the other is ZeRO-3 gradient behavior; different code paths and fixes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal Gemma/Qwen2.5-VL behavior, but one is a missing default for text fine-tuning and the other is a temporal rope-index scaling bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import utility errors, but they involve different missing backends and different failure modes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs model-loading OOM; unrelated problems." + }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class ('pad_token_id' missing) but different models/config paths (Qwen3-VL vs Llama4), so not the same bug." + "reason": "Both mention missing pad_token_id, but they are different model families and likely separate config bugs." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Both are import/load failures, but one is a missing flash-attention helper and the other is meta-device loading; unrelated code paths." + "reason": "ImportError for a specific flash-attention helper vs meta-device loading regressions; not the same underlying issue." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A path-with-slash import warning and a CUDA OOM on GPT-oss are unrelated." + "reason": "Trailing-slash local model path warning is unrelated to a GPT-oss OOM." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for Qwen2.5-VL is unrelated to DeepSeek-Coder detokenization; different subsystems and symptoms." + "reason": "Missing Qwen2.5-VL class import vs DeepSeek detokenization regression; different problems." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16/FP32 dtype mismatch during eval is not the same as Qwen3 MoE training memory usage." + "reason": "BF16-to-FP32 dtype mismatch in eval is not the same as MoE training memory inefficiency." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Both touch chat templating, but one is a tokenize=True crash on tool-call messages and the other is continue_final_message behavior for mistral_common; too different to merge." + "reason": "BeitImageProcessorFast label reduction bug vs text_kwargs/return_tensors handling; different processor bugs." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "BeitImageProcessorFast label reduction and text_kwargs/return_tensors handling are unrelated processor bugs." + "reason": "Both involve chat-template behavior, but one is a crash on tool-call assistant messages and the other is continue_final_message on mistral_common tokenizers." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "They both mention SigLIP2, but one is zero probabilities for a specific checkpoint while the other is a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." + "reason": "Tokenizer special-token registration bug vs a stale GraniteSpeech CI test; unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import failure are different model families and failure modes." + "reason": "Qwen3Moe FP8 config failure and a missing Qwen2.5-VL import are unrelated." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "A processor/tokenizer regression in v4.57.5 is not the same as a SigLIP2 implementation discrepancy." + "reason": "Processor.tokenizer regression vs SigLIP2 implementation mismatch; different code paths." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer auto-loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." + "reason": "Both are speech tokenizer issues, but one is AutoTokenizer loading and the other is save_pretrained/tokenization failure; not the same bug." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability anomalies and RT-DETR memory-release problems are unrelated." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Different import errors involving different symbols and modules; not the same missing export." + "reason": "SigLIP2 output issue vs RT-DETR memory reclamation; unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and video batched-shape handling are different processor bugs." + "reason": "Audio chat-template sampling-rate default vs video batched-shape bug; different processors and fixes." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Both concern apply_chat_template, but one crashes on batched padding=False input and the other produces zero assistant masks for multimodal inputs; not the same concrete failure." + "reason": "Different missing imports from different modules/symbols; not duplicates." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "flash_attn import metadata on Python 3.13 and Windows ROCm/torch.distributed import issues are unrelated environment problems." + "reason": "Flash-attn backend mapping issue vs Windows ROCm/torch.distributed import problem; unrelated." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are separate model API regressions." + "reason": "Composite Qwen text_config unwrapping bug vs CLIP text-model structure inconsistency; different model families and regressions." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are both missing utility exports, but they are different symbols and different breakages." + "reason": "Both are Qwen2.5-VL apply_chat_template bugs, but one crashes on batched padding=False and the other produces all-zero assistant masks; separate symptoms and likely separate fixes." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Different hardware/model-specific inference failures (A800 cudaErrorAssert vs B200 FP8 inference failure)." + "reason": "Both are missing import_utils helpers, but they break different optional features and are distinct API removals." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size mismatch and LwDetrImageLoss AMP crash are unrelated." + "reason": "OmDet-Turbo input-size mismatch vs LwDetrImageLoss AMP/CUDA crash; unrelated detection bugs." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "DAC latent/forward mismatch and a stale GraniteSpeech CI test are not the same bug." + "reason": "Hardware-specific inference failures on different GPUs and model stacks; not the same underlying bug." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they refer to different APIs and different deprecations; not one duplicate." + "reason": "Both are docs cleanups around removed pipeline APIs, but they reference different pipelines and different outdated parameters." }, { "left": "issue:43819", - "right": "issue:45083", + "right": "issue:44112", "accept": false, - "reason": "DAC latent/forward mismatch has nothing to do with qwen3_omni_moe feature-length helper behavior." + "reason": "DAC forward/latents mismatch vs GraniteSpeech CI test flakiness; unrelated." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription generation failure are distinct audio pipeline bugs." + "reason": "DAC STE mismatch vs qwen3_omni_moe feature-length helper behavior; different models and code paths." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "SwitchTransformers sparse-layer configuration and Bamba torch.compile/SDPA failure are different model/runtime issues." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length computation." + "reason": "Float16 AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss omission; distinct training issues." } ] }, @@ -8186,6 +8200,7 @@ "issue:45459", "issue:45478", "issue:45563", + "issue:45584", "issue:45588", "issue:45593", "issue:45823", @@ -8193,16 +8208,19 @@ "issue:46234" ], "soft_pairs": [ + "issue:43335|issue:43550", + "issue:44206|issue:45584", + "issue:43606|issue:45083", "issue:44792|issue:45563", "issue:37428|issue:43425", - "issue:45200|issue:45588", "issue:44448|issue:44743", + "issue:45200|issue:45588", "issue:45127|issue:45245", "issue:43611|issue:43931", "issue:43335|issue:43653", + "issue:44855|issue:45083", "issue:45290|issue:45381", "issue:43819|issue:44493", - "issue:44855|issue:45083", "issue:44206|issue:45823", "issue:43550|issue:44112", "issue:29942|issue:32090", @@ -8212,232 +8230,250 @@ "issue:43278|issue:43825", "issue:45459|issue:46234", "issue:39692|issue:43526", - "issue:43388|issue:43526", "issue:45310|issue:45478", + "issue:43388|issue:43526", "issue:43335|issue:45083", "issue:39692|issue:44493", "issue:28218|issue:35141", "issue:43720|issue:44112", - "issue:43335|issue:44112", "issue:44448|issue:44779", + "issue:43335|issue:44112", "issue:43335|issue:45593", "issue:42490|issue:43854", "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "39de6373f0695fe5c70f29f733eacd0c9f3756ab7dde88a0bc8e64bb88193596", + "prepared_review_unit_hash": "682003d0878c01c2e39ce12fa84093b6c4be8e620fbc8fb648e59d2ec580166b", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36338, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37810, + "estimated_input_tokens": 9453, + "estimated_eval_tokens": 19162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The only clear duplicate-level match is the Qwen3.5 MoE `from_pretrained` regression reported twice (45310/45478).", - "confidence": 0.84, - "canonical_issue_reason": "issue:45310 is the earlier and more detailed report for the duplicated Qwen3.5 MoE `from_pretrained` failure, with a matching follow-up report at 45478.", + "summary": "Only one soft pair looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regression reports. The rest are related at a very broad theme level at most, but describe different models, code paths, or failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the clearest representative of the duplicated Qwen3.5 MoE from_pretrained regression pair, with the same title as the later report and an inbound reference.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best anchor for the cluster because it captures the clearest true duplicate pair and has the stronger primary report among the issues shown.", + "best_issue_reason": "issue:45310 is the best anchor for this cluster because it is the exact duplicate target for issue:45478 and describes a concrete, reproducible loading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths and symptoms: feature extractor center arg crash vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated models/subsystems: CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper behavior." + }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Both are generation-related, but they describe different failures: Janus image generation test vs a stale `num_return_sequences` warning in paged generate." + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning about num_return_sequences." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "One is a specific missing import (`_flash_supports_window_size`), the other is a broad Torch 2.10 compatibility complaint; different bugs and code paths." + "reason": "Both are compatibility/import problems, but one is a missing symbol import and the other is a Torch 2.10 incompatibility report; not the same concrete bug." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaults and a flash-attention `s_aux=None` crash are distinct issues in different parts of the stack." + "reason": "Different models and failure modes: Pegasus output drift vs Qwen3.5 recurrent-state reset with cache." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3 recurrent-state reset are unrelated model-behavior bugs." + "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux=None are separate bugs in different components." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge/collapse with extended vocab is unrelated to the 2^24 category limit error." + "reason": "LoRA merge/tied embeddings collapse is unrelated to the category-count runtime limit." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are different model-loading failures." + "reason": "General loading breakage with base_model_prefix is not the same issue as Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different models and failures: sparse layer creation vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parse/import failure is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different features and failure modes." + "reason": "Chat template tool-call crash and Qwen2.5-VL vision_position_ids bug are different features." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent decoding mismatch and unexpected position-id keys affect different model internals." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Python 3.13 `@torch.jit.script` parsing error is unrelated to the qwen3_omni helper-length behavior." + "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys across models." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` arg in an extractor and Gemma4 PLE device mismatch are separate regressions." + "reason": "Feature-extractor crash vs Gemma4 PLE device mismatch are different regressions." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA/`torch.compile` failure and a stale GraniteSpeech CI test are not the same bug." + "reason": "Bamba torch.compile/SDPA failure is unrelated to a stale GraniteSpeech device-override test." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are unrelated CI issues." + "reason": "Flash Attention 2 test failures and Trainer NoneType broadcast errors are separate bugs." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Beit pretrained preset loading with a legacy field are different code paths." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Beit pretrained preset legacy-field loading failure." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different compatibility problems." + "reason": "Missing flash-support helper import and missing HybridCache import are distinct import regressions." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Qwen3.5 MoE CPU-offload incompatibility are distinct runtime failures." + "reason": "flash_attention.py s_aux=None crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different code paths." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the pipeline translation-task warning issue." + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error-message regression." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and missing `is_falcon_mamba_ssm_available` are separate import/utils problems." + "reason": "Tokenizer protobuf error handling and missing is_falcon_mamba_ssm_available export are unrelated." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast label reduction are unrelated." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "`gather_for_metrics` dropping tuple labels and `reduce_labels` truncating labels are different bugs, despite both touching labels." + "reason": "SigLIP2 doc-example errors do not match the BeitImageProcessorFast reduce_labels bug." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are the same concrete regression: Qwen3.5 Moe `from_pretrained` fails on transformers>=5.4.0, and the titles/body descriptions align exactly." + "reason": "Exact duplicate reports of the same Qwen3.5 Moe from_pretrained error with identical title and same regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is Beit reduce_labels returning only one label." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config sparse-layer creation and qwen3_omni feature-length helper behavior are unrelated." + "reason": "Different issues in different components: SwitchTransformers sparse-layer config vs qwen3_omni_moe helper behavior." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "A documentation example issue and a position-id warning/regression are not the same underlying bug." + "reason": "SigLIP2 doc-example problems are unrelated to unexpected position-id key warnings." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space behavior and embedding reinitialization on resize are separate tokenizer/model-init issues." + "reason": "Tokenizer extra-space behavior is unrelated to embedding reinitialization after resize with tie_word_embedding=False." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight unpacking and GraniteSpeech stale device override are unrelated CI regressions." + "reason": "BitNet packed-weight loading failure is unrelated to the GraniteSpeech stale device-override test." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "SwitchTransformers sparse-layer config and GraniteSpeech CI failure do not share the same bug." + "reason": "Different models and symptoms: Pegasus v4/v5 output differences vs Deepseek tokenizer incorrect results." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Pegasus output drift and Deepseek tokenizer incorrect results are different model-family regressions." + "reason": "SwitchTransformers config bug is not the same as the GraniteSpeech CI test flake." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss omission are unrelated." + "reason": "Sparse-layer creation bug and D-FINE auxiliary-loss omission are unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-model path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch for Bark and float16 AMP crash in LwDetrImageLoss are unrelated runtime errors." + "reason": "CPU offload device mismatch in bark-small is unrelated to LwDetrImageLoss AMP/CUDA crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The only clearly supported duplicate-level match here is issue:45310 / issue:45478, which is consistent with the titles, timestamps, and body lengths. No pull-request mergeability issue applies." + "feedback": "Summary is grounded in the packet: 45310 and 45478 have identical titles, and 45310 has an inbound reference, so treating them as the duplicate pair is conservative. The remaining soft-edge rejections are also phrased cautiously and distinguish different models, code paths, or failure modes rather than overstating duplication evidence." }, "evaluator_used": true, "retried": false, @@ -8525,10 +8561,10 @@ "issue:44561|issue:44779", "issue:44977|issue:45563", "issue:44857|issue:45588", - "issue:43412|issue:45588", "issue:43746|issue:46209", - "issue:45372|issue:45588", + "issue:43412|issue:45588", "issue:44568|issue:45491", + "issue:45372|issue:45588", "issue:43278|issue:43381", "issue:45588|issue:45823", "issue:43611|issue:46285", @@ -8539,214 +8575,214 @@ "issue:25251|issue:32090", "issue:43653|issue:44743" ], - "prepared_review_unit_hash": "31c2df5ec76307d57a2c628d9451b3ca24201c40ec5807f6376e279acc727a62", + "prepared_review_unit_hash": "06ebc73c5821777d3fbc92b96ceb8c080e9c137f8763a5d5a3b5a317277c138c", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36946, - "estimated_input_tokens": 9237, - "estimated_eval_tokens": 18730 + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated transformer regressions and edge cases. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45920 is the broadest, most active open report in the set, and it captures a widespread tokenizer regression affecting multiple models.", + "summary": "This set is a loose similarity cluster rather than a true duplicate group: the issues span many unrelated bugs across tokenization, loading, generation, serialization, and training. None of the suggested soft pairs look like the same underlying change or defect, so all should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying bug; they cover many unrelated regressions and feature areas.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is a strong cluster representative because it is open, high-discussion, and describes a broad user-impacting regression rather than a narrow model-specific case.", + "best_issue_reason": "None of the issues is a good global representative for the cluster, since the overlap is mostly superficial wording rather than a shared root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both touch tokenizer behavior, but one is a broad wrong-token-ID regression and the other is about return_tensors being ignored with explicit text_kwargs; different bugs and code paths." + "reason": "Both concern tokenizer behavior, but one is wrong token IDs across multiple models while the other silently ignores return_tensors when text_kwargs is passed; different code paths and fixes." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the v5 trust_remote_code import breakage; no shared underlying defect." + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available and trust_remote_code import breakage." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id key warnings; different models and symptoms." + "reason": "Siglip2 zero probabilities and unexpected position-id keys are distinct model/runtime bugs with different symptoms and likely different causes." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/AMP, but they are separate model-specific failures in different code paths and frameworks." + "reason": "Both mention numerical/dtype problems, but one is a LwDetr AMP crash and the other is a SwitchTransformers/TimmWrapperModel bfloat16 mismatch; not the same bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are unrelated problems." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both are generation-related, but one is a v4/v5 output mismatch and the other is a flash-attention runtime bug for a different model." + "reason": "Pegasus v4/v5 output drift is a model-output regression, while the other is a Qwen3.5 flash-attention generation issue." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading failure for Llama 3.2 Vision and embedding reinitialization after resize are different initialization/loading bugs." + "reason": "Llama 3.2 model loading breakage and post_init reinitializing lm_head after resize are different lifecycle bugs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Error-message clarity for LayoutLMv3 boxes is not the same bug as NoneType passed to _gpu_broadcast_one in Trainer." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper output-length issue." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe length computation." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is about custom token IDs in config and the other about loading the wrong custom module; different root causes." + "reason": "Both involve save/load behavior, but one loses custom token IDs and causes generation errors while the other loads the wrong custom module; different underlying failures." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels truncation." + "reason": "Multi-image IterableDataset finetuning failure and BeitImageProcessorFast reduce_labels truncation are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization after token resize." + "reason": "Flash Attention 2 CI failures and token-embedding resize reinitialization are unrelated regression classes." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + "reason": "Trailing-slash local-model import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is an import break from API removal and the other is tokenizer output corruption; not the same bug." + "reason": "Missing is_torch_fx_available and DeepSeek tokenizer regressions are separate v5 breakages affecting different subsystems." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation corruption and a stale paged-generate warning are different issues." + "reason": "Flash-attention generation bug and stale num_return_sequences warning in paged generate are different issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention.py AttributeError on s_aux=None are separate crashes in different subsystems." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export failure for Gemma3n and flash_attention s_aux=None crash are unrelated." + "reason": "LwDetr AMP crash and flash_attention.py s_aux=None crash are distinct attention-related failures, not one root cause." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local-checkpoint loading failure and FP8 inference failure on B200 are unrelated." + "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are unrelated." }, { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import error from mistral_common and flash_attention AttributeError are different issues." + "reason": "Gemma3n executorch export failure and sink-less flash_attention.py crash do not share the same code path." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings with mixed-length batching are unrelated bugs." + "reason": "Tokenizer add_special_tokens regression and Gemma3 sliding-window NaN embeddings are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error and flash_attention.py AttributeError are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in eval and gradient-checkpointing-in-eval guard are different eval-mode problems." + "reason": "Embedding dtype drift between train/eval and inability to use gradient checkpointing in eval mode are different behaviors." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention.py s_aux=None crash is unrelated to Gemma4 PLE device-map mismatch." + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch with device_map=auto are separate forward-path bugs." }, { "left": "issue:43611", "right": "issue:46285", "accept": false, - "reason": "base_model_prefix loading breakage and CLIP class structure inconsistency are both v5 API regressions but not the same concrete bug." + "reason": "Both are v5 API/loading regressions, but they affect different model families and different structural assumptions." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except exception masking are unrelated." + "reason": "Wav2Vec2 save_pretrained/tokenization failure and FuyuBatchFeature bare-except error handling are unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is a generation output mismatch and the other is inconsistent lm_head serialization; different failure modes." + "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are both regressions, but they are not the same concrete bug." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error and stale paged-generate warning are unrelated." + "reason": "Category-count limit error and paged generate stale warning are unrelated." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Both are import errors from moved/removed internals, but they concern different symbols and modules, not one shared defect." + "reason": "These are different import errors for different symbols; they do not indicate one shared underlying breakage." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Pipeline top_k nesting change and Trainer NoneType broadcast failure are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token decode issue and qwen3_5 recurrent-state reset bug are unrelated." } ] }, @@ -8765,8 +8801,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -8830,12 +8866,12 @@ "issue:44361|issue:45198", "issue:45372|issue:45459", "issue:44206|issue:44479", - "issue:42915|issue:42994", "issue:43994|issue:45412", + "issue:42915|issue:42994", "issue:29942|issue:30064", "issue:43976|issue:45440", - "issue:43066|issue:44462", "issue:43278|issue:43575", + "issue:43066|issue:44462", "issue:44265|issue:45198", "issue:10000|issue:15354", "issue:42490|issue:43873", @@ -8852,14 +8888,14 @@ "issue:45372|issue:45406", "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "c47ca10260b59cadf38a181aa1a96b1b657366f5ceceb4648311229e46acad23", + "prepared_review_unit_hash": "9067f8f39c17f20809851cb063c3dea097d297a77337d538e9b676d4eaa82ba8", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, @@ -8874,198 +8910,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad subsystem vocabulary (tokenizers, processors, quantization, serving). I found no true duplicate/merge-worthy soft edges; the best triage anchor is the broad open quantization/offloading report.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43873 is the broadest, most reusable issue here: it is open, generic, and already has discussion/references around quantization/offloading failures, making it the best place to consolidate adjacent reports.", + "summary": "No soft pair looks like the same underlying bug or change. The matches are mostly broad thematic similarities (tokenizers, quantization, multimodal models, serve) rather than duplicate code paths. No PRs are present; issue 45229 is the most actionable standalone report, but it is not a true cluster canonical.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45229 is the strongest standalone anchor in this set because it has the richest discussion and a concrete, reproducible failure report; however, it does not actually subsume the other issues as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest global canonical candidate because it is the most general active bug report in the set and most suitable as a triage sink for related quantization/offloading complaints.", + "best_issue_reason": "Issue 45229 is the best issue to triage first: it is specific, actively discussed, and describes a clear runtime failure with useful reproduction context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d and RT-DETR memory retention are unrelated bugs in different model paths." + "reason": "Different bugs: dummy module cleanup vs model memory release on deletion." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hidden tokenizer errors from missing protobuf and leftover dummy classes are different issues with different fixes." + "reason": "Both touch import/tokenizer behavior, but one hides tokenizer errors and the other is about leftover dummy classes." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and rope-params JSON list handling are unrelated code paths." + "reason": "Unrelated failures: base_model_prefix loading regression vs rope-validation TypeError." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + "reason": "Different tokenizer/model paths and different failure modes." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "A LayoutLMv3 error-message clarity issue is not the same as TrainerState token accounting." + "reason": "No real overlap: LayoutLMv3 error messaging vs TrainerState token counter not updating." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are separate model-specific problems." + "reason": "Both mention vision-language models, but the failures are different and not the same code path." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos-token mismatch and Qwen3.5 flash-attention generation failure are distinct symptoms and fixes." + "reason": "Configuration mismatch for eos_token_id vs flash-attention generation bug." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer attribute errors and Wav2Vec2 save/tokenization failure are not the same underlying bug." + "reason": "Different tokenizers and different crashing conditions." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are different failure points." + "reason": "Separate import problems from different dependencies and call sites." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor and Qwen VL video-input regression are unrelated." + "reason": "Different regressions in different components: feature extractor vs video input processing." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized-model saving failure are separate quantization bugs." + "reason": "Nonsensical model outputs are unrelated to RT-DETR memory leaks." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak do not share the same code path." + "reason": "Both involve quantization, but one is a FP8 config failure and the other is model saving." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Flash Attention tests and segmentation-map processing are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version incompatibility and DeepseekV3MoE divergence are different classes of bugs." + "reason": "Python version support regression vs model implementation divergence." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-related but not the same defect." + "reason": "Different symptoms: dtype change in eval vs tensor-parallel OOM on load." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Embedding dtype drift during eval and Qwen2 tensor-parallel OOM are unrelated." + "reason": "Tokenizer decoder type mismatch is not the same as AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures via torch_compilable_check and Wav2Vec2 save/tokenization issues are different." + "reason": "torch.export compatibility issue vs tokenization/save_pretrained failure." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are unrelated legacy bugs." + "reason": "Completely different models and export/runtime problems." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Path-with-slash import warning and quantization/offloading malfunction are not the same bug." + "reason": "Trailing-slash import warning is unrelated to quantization offloading." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Offloading/quantization behavior and Gemma4 multi-GPU OOM are distinct resource-management problems." + "reason": "Both are memory/quantization themed, but one is offloading behavior and the other is a multi-GPU OOM failure." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3 pixel decoder dummy Conv2d and SigLIP2 output corruption are unrelated model issues." + "reason": "Different model subsystems and unrelated failures." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer behaviors." + "reason": "Gradient checkpointing in eval mode is unrelated to resume-from-checkpoint key mismatch." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 mixed-length NaNs are not the same underlying bug." + "reason": "Runtime special-token updates and NaN embeddings are different bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing in serve and Gemma4Processor missing _tokenizer are different serve failures." + "reason": "Both are serve crashes, but one is KV-cache indexing and the other is a missing processor attribute." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load a tokenizer class are separate tokenizer issues." + "reason": "Tokenizer special-token registration and AutoTokenizer loading failures are different issues." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "OmDet-Turbo processor image size mismatch and RT-DETR memory leak are unrelated." + "reason": "Processor image-size mismatch is unrelated to model memory reclamation." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "A800 cudaErrorAssert with auto device mapping and Gemma4 OOM are different hardware/runtime failures." + "reason": "Different GPU failures: cudaErrorAssert during device mapping vs OOM during multi-GPU inference." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are unrelated." + "reason": "Trainer broadcast type error and Mac bus error are unrelated." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are different model-implementation discrepancies." + "reason": "Model architecture discrepancy in Smollm3 vs DeepSeek implementation mismatch." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is an import-time processor-loading failure and the other is a missing attribute in transformers serve; not the same concrete bug." + "reason": "Gemma4 processor import failure is not the same as the serve-side missing _tokenizer attribute." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16/FP32 eval dtype drift and multimodal video-token counting are unrelated." + "reason": "Embedding dtype drift and multimodal token counting bug are unrelated." } ] }, @@ -9084,8 +9120,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -9139,16 +9175,16 @@ "issue:45907" ], "soft_pairs": [ - "issue:29942|issue:36010", "issue:43526|issue:45834", + "issue:29942|issue:36010", "issue:43723|issue:44554", "issue:43761|issue:45859", "issue:45440|issue:45593", "issue:43526|issue:44186", "issue:43575|issue:43701", "issue:44977|issue:45245", - "issue:43526|issue:44857", "issue:43575|issue:44387", + "issue:43526|issue:44857", "issue:42490|issue:43381", "issue:43334|issue:43531", "issue:43824|issue:44279", @@ -9166,14 +9202,14 @@ "issue:44464|issue:45491", "issue:33290|issue:34567" ], - "prepared_review_unit_hash": "e73a8f4603d3da70477ce9bfbaab800618f25f718258b698f010c05ad32a1e36", + "prepared_review_unit_hash": "9f85bb7db44225752cd95a43dca8c98d86e5cde7a30fc3d78edb79bbc3e60606", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, @@ -9188,168 +9224,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues spanning tokenizers, model loading, training, quantization, attention, and hardware/backend-specific regressions. I don\u2019t see any soft pair that is the same underlying bug or a plausible single merged fix, so all candidate links should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items do not form one duplicate family and cover many unrelated code paths, so there is no single issue that meaningfully represents the cluster.", + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs span unrelated tokenizer, model-loading, training, and inference bugs, so none should be merged as duplicates. I\u2019d anchor the cluster on the open Whisper regression issue as the most actionable representative.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45584 is open, recent, and has the clearest reproducible failure path with inbound attention, making it the best anchor among this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is not a coherent duplicate set; selecting one would be arbitrary.", + "best_issue_reason": "It is the most actionable issue in the set: specific symptom, active discussion/inbound refs, and still open.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated failures in different subsystems." + "reason": "Both are OCR/image-related, but one is a BEiT `reduce_labels` bug and the other is a Kosmos2.5 long-input index error; different code paths and failures." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "BEiT label reduction and Kosmos2.5 OCR long-input indexing are different vision preprocessor bugs." + "reason": "Flash Attention 2 test failures vs a `GenerationMixin` import error are unrelated subsystems and bug types." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are not the same code-path problem." + "reason": "Tokenizer loading regression in v5 and an MPS attention correctness issue are distinct problems." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_Moe rotary embedding CPU offload incompatibility are unrelated." + "reason": "CLIP hidden_states regression and Qwen3-MoE CPU-offload incompatibility do not look like the same bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 divergence and D-FINE auxiliary-loss behavior are distinct model-specific issues." + "reason": "DeepSeek MoE divergence and D-FINE auxiliary-loss behavior are unrelated model issues." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BEiT image processor label reduction and LayoutLMv2 tokenizer crashes are different tokenizer/processor bugs." + "reason": "Both involve preprocessing, but BEiT label reduction and LayoutLMv2 NER/padding crashes are different concrete bugs." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP OOM on Qwen2-57B loading and resume_from_checkpoint key mismatch are unrelated training/loading issues." + "reason": "Tensor-parallel OOM on load vs checkpoint key mismatch on resume are different failure modes." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and category-count limit errors are unrelated failures." + "reason": "Qwen3.5 flash-attention generation problems and a category-count limit error are unrelated." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "These affect different components: BEiT image processing versus LwDetrImageLoss AMP behavior." + "reason": "Both mention OOM, but one is model loading with TP and the other is int4 quantization reserved-memory growth; different causes." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Both mention OOM, but one is TP model loading and the other is int4 quantization memory growth; not the same bug." + "reason": "Image label reduction and LwDetr float16/CUDA loss crashes are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "A local-path import warning and a gradient-checkpointing eval-mode restriction are not the same issue." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different model/config regressions." + "reason": "Qwen3-VL missing `pad_token_id` and Qwen3-MoE sliding-window behavior are distinct code paths." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A missing Qwen2.5-VL import and a generic dependency issue are not the same concrete bug." + "reason": "A specific Qwen2.5-VL import error and a generic dependency issue are not the same bug." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated problems." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General v5 custom model init breakage and a patchtsmixer-specific post_init restriction are not the same underlying issue." + "reason": "General v5 custom-model initialization breakage and a `patchtsmixer` post_init policy issue are not the same concrete regression." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading errors." + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model/config problems." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are unrelated." + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization in `post_init` are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and unsupported center argument in feature extraction are different audio-preprocessing bugs." + "reason": "Audio chat-template sample-rate defaulting and an unsupported `center` argument in a feature extractor are different bugs." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are separate generation/decoder issues." + "reason": "Qwen3.5 recurrent-state reset and Whisper `skip_special_tokens` handling are unrelated." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "gguf_file loading breakage and flash_attention s_aux=None crashes are unrelated loader versus attention failures." + "reason": "GGUF loading breakage and a flash-attention `s_aux=None` crash are different failure paths." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 flash-attention generation and Whisper empty-transcription failure do not share a concrete code path." + "reason": "Qwen3.5 flash-attention generation issues and Whisper empty-transcription/alignment failures are not the same bug." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "MacOS bus error on CLIP and SigLIP2 zero-probability outputs are distinct model/runtime issues." + "reason": "MacOS bus error in CLIP and zero probabilities in SigLIP2 are different model-specific issues." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication and list_repo_files missing revision forwarding are unrelated API bugs." + "reason": "`AddedToken()` constructor TypeError and `list_repo_files` revision forwarding are unrelated." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space behavior and Trainer _gpu_broadcast_one NoneType handling are entirely different subsystems." + "reason": "Tokenizer spacing after added tokens and a Trainer `_gpu_broadcast_one` NoneType error have no shared concrete code path." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and Gemma3 NaNs under mixed-length sliding-window attention are not the same bug." + "reason": "Compiled-forward generation inconsistency and Gemma3 sliding-window NaNs are distinct correctness bugs." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "AdaFactor+DeepSpeed OOM and TrainerState token counter not updating are unrelated training issues." + "reason": "Deepspeed Adafactor OOM and `num_input_tokens_seen` not updating are unrelated trainer/optimizer issues." } ] }, @@ -9440,214 +9476,226 @@ "issue:42175|issue:46234", "issue:43873|issue:44871", "issue:43643|issue:44913", - "issue:43761|issue:44188", "issue:43316|issue:45759", - "issue:44190|issue:44496", - "issue:44568|issue:45479", + "issue:43761|issue:44188", "issue:33290|issue:34689", + "issue:44190|issue:44496", "issue:44077|issue:44479", + "issue:44568|issue:45479", "issue:44855|issue:45137", "issue:44987|issue:46178", "issue:43650|issue:46202", "issue:29127|issue:33357", "issue:43295|issue:43825" ], - "prepared_review_unit_hash": "4b7cbeafe168fc54b9f9ad747c89ad7ddda649aff4d72391d6b4e55e5015f1cb", + "prepared_review_unit_hash": "85bd42c2ad797efa4ca14983c9ae015b379184009698d1d649cebf0a515fa09d", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36423, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct model-loading regressions, backend/config mismatches, or documentation/errors, not duplicates of one underlying bug. No soft pair looks safe to merge as the same fix.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43873 is the broadest and most active open report in the set, centered on quantization/offloading behavior; it\u2019s the closest thing to a cluster anchor, though the overall group is not a true duplicate cluster.", + "summary": "The set is highly heterogeneous. The soft-overlap pairs mostly share broad themes like model loading, config regressions, or v5 breakages, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the broadest open umbrella in the list, but it only covers quantization/offloading and the cluster is not actually one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative issue because it has the most discussion and the widest runtime-scope framing among otherwise unrelated reports.", + "best_issue_reason": "Issue 43873 is the closest thing to a canonical anchor because it is open and broadly phrased, but it still does not represent the rest of the reports well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs. Perceiver image-classification interpolation bug; different models and code paths." + "reason": "Different models and subsystems: tokenizer loading vs image-classification positional interpolation." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantization/offloading failures." + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization/offloading." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Generic model-loading breakage for Phi-4 multimodal is not the same as DeepSeekV3 native-vs-remote divergence." + "reason": "Both concern multimodal model loading, but they are different models with different failure modes and code paths." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3 config API mismatch and Llama4 missing pad_token_id are separate config-field bugs." + "reason": "Both are config/API mismatches, but for different models and different missing fields." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Llama 3.2 multimodal load regression and base_model_prefix loading regression are different failure modes." + "reason": "One is a specific model-loading regression; the other is a generic base_model_prefix loading compatibility issue." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to AdaFactor/DeepSpeed OOM." + "reason": "Trainer broadcast TypeError and DeepSpeed OOM are distinct training failures." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to tokenizer class loading." + "reason": "Completely different areas: BitNet packed-weight loading vs tokenizer loading for a speech model." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained corruption are distinct model serialization/loading bugs." + "reason": "Both involve Qwen vision models, but one is a load-time shape mismatch and the other is a save_pretrained regression." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model-loading failure for a vision model is not the same as GenerationMixin import failure." + "reason": "Model-loading regression and GenerationMixin import failure are different breakages." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in specific VLMs is unrelated to chat-template crashes on tool-call assistant messages." + "reason": "Video-input regression and chat-template tool-call crash are separate multimodal/chat code paths." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer loading failure and Fuyu's bare-except tensor conversion bug are unrelated." + "reason": "Tokenizer class loading and Fuyu tensor conversion error handling are unrelated bugs." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to stale docs still referencing pipeline()." + "reason": "Model implementation discrepancy vs documentation stale references; not the same bug." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and Qwen recurrent-state reset are different code paths." + "reason": "Different models and different runtime problems: torch.compile/SDPA vs cache/state reset logic." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized save failure and wrong custom-module loading after save_pretrained are related to serialization broadly, but not the same concrete bug." + "reason": "Both touch save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Missing tensorflow in the torch extra is unrelated to a missing import_utils helper symbol." + "reason": "Backend installation/import-utils issue and missing import helper are unrelated." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are separate issues." + "reason": "Quantization/offloading behavior is not the same as Gemma eos_token_id configuration mismatch." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to rotary_pct not persisting on reload." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "CLIPVision hidden_states regression and attention-kernel divergence under compile are different bugs." + "reason": "Both are reload/config persistence issues, but they involve different config mechanisms and different symptoms." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3 config API discrepancy is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Both are config API concerns, but one is a Gemma3TextConfig discrepancy while the other is composite Qwen text_config unwrapping." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to unrecognized model/config loading." + "reason": "Hidden_states output regression and torch.compile attention-kernel divergence are separate issues." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer add_special_tokens regression is unrelated to degenerate zero-loss sequence-classification behavior." + "reason": "Deepspeed OOM and model-loading breakage are not the same underlying defect." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "DeepSpeed AdaFactor OOM and Llama 3.2 model-loading regression are unrelated." + "reason": "Dataset loading in a training script is unrelated to unrecognized-model config loading." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init policy change is unrelated to the video-input regression." + "reason": "Model validation around post_init is unrelated to video-input regressions." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion and classification loss behavior are different layers of the stack." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import/torch.jit parsing failure and ZeRO3 deque IndexError are different runtime failures." + "reason": "Python parsing/import error and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model-loading regression for a specific repo and missing backend registration for tensorflow_text are unrelated." + "reason": "Model-loading failure for a specific repo and backend registry error for tensorflow_text are different problems." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The vague 'ADD THE DATA' report is not the same bug as Gemma pipeline roundtrip failure." + "reason": "Placeholder/low-signal issue versus Gemma pipeline roundtrip failure; no shared bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-content error and MacOS CLIP bus error are completely different issues." + "reason": "LayoutLMV3 error-message clarity and MacOS CLIP bus error are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message that incorrectly mentions translation support." + "reason": "Processor/tokenizer regression and pipeline documentation/error-message mismatch are different v5 issues." + }, + { + "left": "issue:43873", + "right": "issue:45440", + "accept": false, + "reason": "Quantization/offloading and DeepSeek model implementation divergence are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44743", + "accept": false, + "reason": "Video-input regression and modular Qwen recurrent-state reset are separate model behaviors." } ] }, @@ -9725,70 +9773,70 @@ "issue:42617|issue:43575", "issue:43550|issue:43701", "issue:43606|issue:43701", - "issue:43540|issue:44514", "issue:33290|issue:35141", "issue:43575|issue:43742", - "issue:43316|issue:43716", + "issue:43540|issue:44514", "issue:33290|issue:45656", + "issue:43316|issue:43716", "issue:44871|issue:45584", + "issue:43295|issue:44871", "issue:43404|issue:43441", "issue:43316|issue:44877", - "issue:43295|issue:44871", "issue:44162|issue:44792", - "issue:45803|issue:46170", "issue:43065|issue:44617", + "issue:45803|issue:46170", "issue:41950|issue:43475", "issue:44871|issue:46050", "issue:43646|issue:44913", - "issue:45127|issue:45200", "issue:43452|issue:44496", + "issue:45127|issue:45200", "issue:43761|issue:44479", - "issue:43232|issue:43388", "issue:43504|issue:45698", + "issue:43232|issue:43388", "issue:43572|issue:46178", "issue:44077|issue:44534", "issue:45542|issue:46234" ], - "prepared_review_unit_hash": "170a43952cd4fa732451dba3a6dc45b21b3ff74c79260df7ab9e48d3c7da2bb2", + "prepared_review_unit_hash": "54c3ac9e5b7af01da31e61363a7d4edd6ebfeeffb7c56af7c7a7a41f6615871f", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35731, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "serialized_chars": 35728, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set; the soft pairs mostly share only broad subsystems or vague symptom overlap, not the same underlying bug or change. I would keep them separate, with 45698 as the strongest standalone issue anchor by activity and impact.", + "summary": "This cluster is heterogeneous: the paired issues share only broad library surface area (loading, configs, generation, vision/video, deepspeed), not the same underlying bug. All soft edges should be rejected.", "confidence": 0.97, - "canonical_issue_reason": "No clear duplicate core emerges across the cluster; if one issue must anchor the set, 45698 is the most active open regression report and the broadest user-facing one.", + "canonical_issue_reason": "No single canonical issue: the items cover unrelated failures across pipelines, model loading, config serialization, deepspeed, and multimodal regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best standalone representative because it has the highest discussion/inbound activity and concerns a concrete reproducible from_pretrained/save_pretrained regression.", + "best_issue_reason": "No issue is a good global representative because the cluster is not a single duplicate family; the overlaps are only superficial.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Unrelated failures: pipeline output nesting vs missing PyTorch import." + "reason": "Different problems: pipeline output shape vs missing PyTorch import." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both mention OOM, but one is a parallel script failure and the other is model loading with tensor parallelism." + "reason": "Unrelated failures: a parallel script error vs tensor-parallel OOM while loading a model." }, { "left": "issue:43550", @@ -9802,143 +9850,143 @@ "accept": false, "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key handling." }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Both are multimodal input bugs, but one is video processing in Qwen3OmniMoe and the other is batched chat template padding behavior." - }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Deepspeed optimizer OOM is unrelated to post_init reinitializing embeddings." + "reason": "Deepspeed/Adafactor OOM is not the same bug as embedding reinitialization after resize." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Model-specific OOM on tensor parallel load vs a key error while loading a different model." + "reason": "OOM loading a large model via tp is unrelated to a key error when loading MobileLLM." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Config API mismatch is not the same as a dtype mismatch between image preprocessor and model." + "reason": "Both are video/text related, but one is a video-input processing error and the other is batched chat-template padding behavior." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed/optimizers, but one is OOM and the other is duplicate optimizer stepping." + "reason": "Both mention deepspeed optimizers, but one is OOM and the other is double optimizer stepping." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to image preprocessor/model dtype mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Token ID configuration mismatch is not the same as empty-transcription generation failure." + "reason": "Token-id configuration inconsistency is not the same as Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id config mismatch." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different problems in different paths: tied lm_head weights vs FlashAttention failure." + "reason": "Weight-tying bug and FlashAttention failure are different Mistral3/Ministral3 issues." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is an API discrepancy and the other is strict schema loading." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id inconsistency." + "reason": "Both involve config handling, but one is an API discrepancy and the other is strict config loading for granite_speech." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 workflow breakage and a janus image-generation test failure are unrelated." + "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Error-handling bug in tensor conversion is unrelated to Windows ROCm distributed import/type errors." + "reason": "Sam3PixelDecoder dummy layer issue is not the same as Sam3Video CUDA OOM." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Dummy Conv2d in a decoder is not the same as SAM3 video CUDA OOM." + "reason": "Bare except swallowing errors is unrelated to a Windows ROCm torch.distributed import/type issue." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor selection bug and missing vision encoder attribute are different SAM/Qwen-style issues." + "reason": "Video-classification processor lookup bug and missing Sam3VisionEncoderOutput attribute are different failures." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Eos token configuration mismatch is unrelated to quantized model serialization/loading breakage." + "reason": "Token-ID config inconsistency is unrelated to quantized save/load breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init regression and GPTNeoX config reload losing rotary_pct are different failure modes." + "reason": "Custom model initialization regression is not the same as GPTNeoXConfig rotary_pct persistence." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is not the same as missing mm_token_type_ids defaults." + "reason": "GGUF loading path breakage and missing model_type config error are separate from_pretrained issues." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "gguf_file handling bug is unrelated to missing model_type in config.json." + "reason": "LoRA merging collapse with tied embeddings is unrelated to Gemma 4 text-only mm_token_type_ids defaults." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different models and code paths." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Generation kwargs sync bug and metric-gathering label truncation are unrelated." + "reason": "Legacy-field loading failure is not the same as loading the wrong custom module after save_pretrained." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Legacy preset loading and wrong custom module restoration after save_pretrained are different loading bugs." + "reason": "Generation kwargs sync bug is unrelated to gather_for_metrics dropping tuple labels." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm config field regression is unrelated to backend mapping for tensorflow_text." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a backend-mapping error for tensorflow_text." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer initialization are separate v5 concerns." + "reason": "Optional post_init enforcement and non-persistent buffer initialization are different v5 behavior changes." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing import_utils helper." + "reason": "Undefined tf backend error from tensorboard-only install is unrelated to a missing import_utils availability helper." } ] }, @@ -10015,12 +10063,12 @@ "issue:43673|issue:44743", "issue:44792|issue:44977", "issue:44617|issue:45584", - "issue:44534|issue:44913", "issue:44190|issue:44964", + "issue:44534|issue:44913", "issue:44792|issue:45600", - "issue:44479|issue:44734", - "issue:43827|issue:43994", "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:44479|issue:44734", "issue:41720|issue:45245", "issue:43065|issue:44610", "issue:43931|issue:44060", @@ -10028,221 +10076,221 @@ "issue:35141|issue:42490", "issue:43644|issue:44913", "issue:43976|issue:44855", - "issue:43335|issue:44855", "issue:43550|issue:44190", "issue:45632|issue:46234", "issue:44077|issue:44877", + "issue:43335|issue:44855", "issue:45127|issue:45357", - "issue:43540|issue:44734", "issue:44462|issue:45907", + "issue:43540|issue:44734", "issue:44521|issue:45381", - "issue:44737|issue:45803", "issue:43335|issue:44190", + "issue:44737|issue:45803", "issue:44112|issue:45600", "issue:43116|issue:44190" ], - "prepared_review_unit_hash": "edf5f7ab734fe683dce8d5fcab7611323e2e893042e570ec7520dee7b1d89843", + "prepared_review_unit_hash": "cca4332c0c350731b5d877f2b82d6dd44f520976787f584b9a7ab88d2d85e2c1", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35930, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are broadly heterogeneous bug reports and regressions across unrelated model families and subsystems. The soft-similarity pairs mostly share surface vocabulary only, so none look like the same underlying defect or change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the cluster is not a duplicate set, but a mix of unrelated bugs, regressions, and docs/config issues with only superficial textual overlap.", + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs, regressions, docs, and model-specific failures. All soft pairs are false positives, so there is no true duplicate canonical issue/PR.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong representative because there is no common underlying code-path or change tying the cluster together.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different failures: CLIPVision hidden-states regression vs MOE load-balancing loss omission; only loosely model-internal." + "reason": "Different bugs: CLIPVision hidden_states regression vs load-balancing loss omission in MoE routing." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache behavior, but one is missing GenerationMixin cache in chunked prefill while the other resets recurrent state in qwen3_5 modular code." + "reason": "Different cache problems: missing GenerationMixin cache in chunked_prefill vs Qwen3.5 recurrent states resetting." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different model families and symptoms: a Janus test failure vs Qwen3.5 flash-attention generation issue." + "reason": "Different failures in different models: janus image-generation test vs Qwen3.5 flash-attention generation." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Unrelated domains: Sam3Video CUDA OOM versus Whisper empty-transcription handling after token alignment." + "reason": "Unrelated: Sam3Video CUDA OOM vs Whisper empty transcription after align_special_tokens." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "One is a v5 buffer-initialization regression; the other is GPTNeoX config persistence for rotary_pct." + "reason": "Different loading paths: local dataset example failure vs loading microsoft/Phi-4-multimodal-instruct." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Both are loading-related, but one is local dataset loading and the other is a multimodal model load failure." + "reason": "Different issues: non-persistent buffers junk in v5 vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus test failure is not the same bug as stale Sam3LiteText references in auto_mappings.py." + "reason": "Different targets: janus test failure vs auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Different code paths: video-input regression in VL models versus serve KV-cache continuation indexing." + "reason": "Different code paths: Python 3.13 import parsing error vs flash_attention crash on s_aux=None." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing removed pipeline APIs is unrelated to a bad AutoModel/pipeline inference result for SigLIP2." + "reason": "Docs reference cleanup vs runtime inference bug; not the same underlying problem." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "A Python 3.13 decorator parsing/import error is unrelated to a flash-attention AttributeError on sink-less models." + "reason": "Different regressions: Qwen video-input handling vs serve KV-cache continuation indexing." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different failures entirely: Qwen3 auto device mapping CUDA assert vs category-count limit in a categorical task." + "reason": "Different failures: Qwen3 auto device mapping cudaErrorAssert vs category-count limit RuntimeError." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor image-size mismatch are separate vision-model bugs." + "reason": "Different model/processor bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." + "reason": "Different concerns: Qwen3-VL weight-shape mismatch on load vs wrong tied-weights warning in Qwen3-Next." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing exceptions is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "Unrelated utilities: bare except swallowing errors vs StaticCache.get_seq_length return type mismatch." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and trailing-slash local model import warnings are different loading behaviors." + "reason": "Different topics: output embedding reinit after resize vs import warning for trailing-slash local model path." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "A non-persistent buffer initialization regression is not the same as GPTNeoX rotary_pct not round-tripping." + "reason": "Both config/runtime-related, but different bugs: junk buffers vs rotary_pct reverting on reload." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python-version incompatibility during import and a TorchScript parsing issue in DebertaV2 are distinct failure modes." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and DebertaV2 import parsing on Python 3.13 are unrelated." + "reason": "Different Python compatibility issues: version support problem vs @torch.jit.script parsing indentation error." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the example script." + "reason": "Different areas: Bamba torch.compile SDPA bug vs local dataset loading example failure." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models has nothing to do with a missing import_utils symbol." + "reason": "Different API issues: cache-path collision for trust_remote_code vs missing import_utils symbol." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init handling for patchtsmixer and strict config blocking granite_speech loading are different config issues." + "reason": "Both config-related, but not the same bug: post_init allowance vs strict config blocking granite_speech." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are separate Qwen-related bugs." + "reason": "Different failures: sparse layer creation in SwitchTransformers vs DebertaV2 import parsing on Python 3.13." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Video-input processing ValueError in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." + "reason": "Different model behaviors: LoRA merge collapse with extended vocab vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different hub/filesystem issues." + "reason": "Different repository/file-loading bugs: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids in Qwen2.5-VL video input are separate bugs." + "reason": "Different multimodal/runtime bugs: Qwen3OmniMoe video input ValueError vs serve KV-cache continuation crash." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "CPU-side XLNet arange placement is unrelated to the Fuyu bare-except exception-swallowing bug." + "reason": "Different multimodal bugs: all-zero assistant masks vs wrong vision_position_ids in qwen2.5-vl video input." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and example-script local dataset loading are unrelated." + "reason": "Unrelated example/model bugs: SwitchTransformers sparse-layer issue vs local dataset loading in image classification script." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different problems: XLNet CPU arange device bug vs FuyuBatchFeature bare-except handling." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "A stale GraniteSpeech device override test and removed Sam3LiteText auto_mappings references are both CI issues, but not the same defect." + "reason": "Different CI/config issues: stale GraniteSpeech device override test vs removed Sam3LiteText references in auto_mappings." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification returning empty results and local dataset loading failure in a different example script are unrelated." + "reason": "Different example-script failures: empty multi-label classification results vs local dataset loading error." } ] }, @@ -10261,8 +10309,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -10316,7 +10364,6 @@ ], "soft_pairs": [ "issue:46082|issue:46121", - "issue:43479|issue:45375", "issue:44938|issue:45542", "issue:45276|issue:45584", "issue:43295|issue:45276", @@ -10329,6 +10376,7 @@ "issue:44246|issue:45003", "issue:44683|issue:45446", "issue:38175|issue:43065", + "issue:43479|issue:45375", "issue:44933|issue:45362", "issue:43643|issue:44496", "issue:43854|issue:44964", @@ -10336,224 +10384,224 @@ "issue:44112|issue:44964", "issue:45563|issue:45584", "issue:36246|issue:38617", - "issue:44561|issue:45632", "issue:44734|issue:45632", + "issue:44561|issue:45632", "issue:42907|issue:43441", "issue:43531|issue:45600", "issue:43526|issue:43901", "issue:43295|issue:45335", - "issue:43441|issue:45588", "issue:44496|issue:45042", + "issue:43441|issue:45588", "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "8dd9f465f46c44a9566c123e8956156a5f96c6dbdaff4c2c30dbda3824126d63", + "prepared_review_unit_hash": "70412a1343a82be9c8cb9eb9e161d7b4814e9eeec3638277e662a0791300fdec", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36130, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "serialized_chars": 36135, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes import regressions, model-loading/config issues, generation bugs, training/eval bugs, and docs/perf reports. There is no clear duplicate stack across the whole set, so only a weak representative issue can be chosen.", - "confidence": 0.24, - "canonical_issue_reason": "Issue 41628 is the broadest, cleanest user-facing regression report among the set: a straightforward top-level import failure with clear impact. It is not a true canonical for all items here, but it is the best single representative of the import-regression subset.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like import errors, model-specific regressions, or tokenizer/config bugs, but they do not look like the same underlying defect. I found no safe duplicate issue pairs to merge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41628 is the clearest, most broadly applicable user-facing regression in the set: a direct top-level import failure with a concrete traceback and likely wide impact. The rest are mostly model- or component-specific reports rather than the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the most triage-worthy representative because it is a concrete, broadly understandable import breakage and has the strongest chance of being actionable as a standalone bug report.", + "best_issue_reason": "issue:41628 is the strongest anchor for triage because it is concise, reproducible, and represents a broad import/export breakage that is easier to act on than the more specialized model bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different failure surfaces: LlamaConfig head_dim validation vs rope-parameter dict conversion TypeError. Not the same bug or code path." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Different models and different config-field bugs: Phi4Multimodal default init vs Qwen3.5 MoE vision field dropping." + "reason": "Different failure modes in different validation helpers: one is LlamaConfig head_dim handling, the other is rope-parameter dict conversion on JSON-loaded lists." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "One is a Python 3.14 import/load failure; the other is a backend dependency issue with tensorboard-only installs. Distinct root causes." + "reason": "Both mention loading/runtime compatibility, but one is a Python 3.14 import/load failure and the other is a TensorBoard-without-TensorFlow backend error." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 token-embedding resizing bug vs Whisper empty-transcription generation failure. Unrelated code paths." + "reason": "Unrelated model behaviors: Gemma4 embedding resizing vs Whisper generation on empty transcription after token alignment." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and embedding-resize bug are different model behaviors and fixes." + "reason": "Both involve model internals changing after an API call, but they affect different models and different code paths (processor/tokenizer regression vs Gemma4 embedding tying)." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count limit error is unrelated to Whisper empty transcription handling." + "reason": "Completely different bugs: category-count overflow in one path versus Whisper empty-output generation failure." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked-generation inconsistency vs stale warning about num_return_sequences. Different generation bugs." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to a stale warning about num_return_sequences in paged generate()." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No meaningful overlap: placeholder/nonspecific issue title vs fbank feature extraction bug." + "reason": "The first is a placeholder/non-technical issue, while the second is a specific audio feature extraction bug." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different underlying breakages." + "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate the same underlying export bug." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight-tying bug in Mistral3 generation is separate from Qwen3.5 save_pretrained checkpoint regression." + "reason": "One is untied lm_head weights in Mistral3ForConditionalGeneration; the other is incorrect saved checkpoints for Qwen3.5. Different model families and fixes." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash vs serve KV-cache tensor indexing crash; unrelated components." + "reason": "Tokenizer crashes on NER/padding versus KV-cache continuation tensor indexing in transformers serve are unrelated." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance regression is not the same as unsafe sys.modules access, even if both concern import internals." + "reason": "Import-time slowness and unsafe sys.modules access may both touch startup, but they are not the same concrete bug." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a compiled flex_attention failure on torch 2.9+ while the other is a version-check/import-path bug for AuxRequest." + "reason": "Both involve flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a version-check/import-path bug for AuxRequest." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Sam3PixelDecoder dummy Conv2d." + "reason": "Unexpected zero probabilities in Siglip2 is unrelated to a dummy Conv2d used in Sam3PixelDecoder." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "One is default config initialization for Phi4MultimodalConfig; the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated bugs." + "reason": "A missing import from image_utils is not the same bug as Qwen3.5-35B crashing in transformers chat." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/load related, but one is trust_remote_code missing fields and the other is an unrecognized model missing model_type. Different concrete problems." + "reason": "Both concern model/config loading, but one is trust_remote_code dropping fields from AutoConfig and the other is an unrecognized model/config.json issue." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and repro contexts: unit-test loading of GLM-4.7-Flash vs latest-transformers load failure for Phi-4 multimodal." + "reason": "Different model-loading failures for different repos; no evidence they stem from the same code-path bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal load regression and Sam3LiteText auto_mappings breakage are unrelated." + "reason": "A model-load regression for Phi-4-multimodal-instruct is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale device-override test in GraniteSpeech is not the same issue as model loading failure for Phi-4 multimodal." + "reason": "A stale CI test in GraniteSpeech is not the same as a model-loading failure for Phi-4-multimodal-instruct." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning on paged generate() is different from Whisper failing on empty transcription after align_special_tokens." + "reason": "A stale generate() warning and Whisper's empty-transcription crash are distinct behaviors with different triggers." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different version skew." + "reason": "Different missing symbols from different modules; they are both import errors but not the same concrete regression." }, { - "left": "issue:44561", + "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to a local cache-path collision." + "reason": "Serve/KV-cache tensor indexing is unrelated to trust_remote_code cache-path collisions for local models." }, { - "left": "issue:44734", + "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache indexing crash and trust_remote_code cache-path collision are distinct bugs." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is a different compatibility issue from cache-path collisions." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention inference failure are different code paths and symptoms." + "reason": "Both mention Ministral/Devstral, but one is save_pretrained after dequantization and the other is FlashAttention failure in v5 RC." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto_mappings cleanup are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to documentation drift in TextClassificationPipeline." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different regression targets: processor/tokenizer access vs token embedding resize propagation." + "reason": "Both are resize_token_embeddings regressions, but they affect different models and different tied-embedding paths." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both touch flash_attention, but one is a Ministral-3 v5 RC failure and the other is an s_aux=None crash for sink-less models; not clearly the same fix." + "reason": "Unrecognized model/config loading is unrelated to PIL backend image processors incorrectly requiring torchvision." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Unrecognized model config and PIL-backend torchvision requirement are separate loading/dependency issues." + "reason": "Ministral FlashAttention failures and sink-less flash_attention AttributeError on s_aux=None are different bugs in different code paths." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "gather_for_metrics batch truncation and auxiliary-loss normalization are different training/eval bugs." + "reason": "A metric-gathering truncation bug is not the same as incorrect auxiliary-loss normalization in OLMoE/GPT Oss." } ] }, @@ -10627,9 +10675,9 @@ ], "soft_pairs": [ "issue:41950|issue:44016", - "issue:44075|issue:44368", "issue:43673|issue:44336", "issue:42175|issue:44279", + "issue:44075|issue:44368", "issue:43299|issue:45216", "issue:43901|issue:44496", "issue:43381|issue:45593", @@ -10639,38 +10687,38 @@ "issue:45335|issue:45584", "issue:43650|issue:46209", "issue:32090|issue:35141", - "issue:43479|issue:43525", "issue:45103|issue:45372", "issue:44242|issue:45200", - "issue:43577|issue:45216", "issue:38175|issue:44617", + "issue:43577|issue:45216", "issue:43299|issue:45357", "issue:44279|issue:45405", "issue:44351|issue:45278", - "issue:43824|issue:44933", "issue:44779|issue:45812", + "issue:43824|issue:44933", "issue:39692|issue:43901", "issue:41950|issue:45020", - "issue:44016|issue:44062", "issue:43295|issue:44779", + "issue:44016|issue:44062", + "issue:43479|issue:43525", "issue:41950|issue:45823", "issue:43299|issue:43854", "issue:43976|issue:45405" ], - "prepared_review_unit_hash": "8c02568f28f2d93efca97ae0705fb3ae251bed1c9b7aafcaf685bce6fea278e4", + "prepared_review_unit_hash": "3e8ee088c8ad287de07216e44e0dc35f1821142d7412c301f9a9f84484d3d22c", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36144, + "serialized_chars": 36143, "estimated_input_tokens": 9036, "estimated_eval_tokens": 18328 }, @@ -10679,198 +10727,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes version regressions, model-loading/config issues, tokenizer bugs, docs problems, and packaging/import errors. There isn\u2019t a single underlying bug/change that clearly unifies the set, so most soft links should be rejected.", - "confidence": 0.21, - "canonical_issue_reason": "issue:45020 is the closest umbrella for the shared theme of recent Transformers regressions breaking model loading, but it is still too broad to serve as a true duplicate anchor for the whole cluster.", + "summary": "This cluster is mostly a grab bag of unrelated transformer issues; none of the proposed soft pairs look like the same concrete bug/change. I\u2019d anchor triage on the clearest self-contained regression report, Qwen3.5 save_pretrained checkpoint corruption (issue 45216).", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the most actionable standalone report here: it names a specific regression, version boundary, model family, and failure mode around save_pretrained.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative of the cluster\u2019s main regression theme, though the surrounding issues are still too diverse to collapse into one duplicate.", + "best_issue_reason": "Issue 45216 is the strongest representative issue for triage because it is precise, reproducible, and clearly scoped to one code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated problems." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "SGD optimizer arguments and a tie_word_embeddings warning are different bugs." + "reason": "Video-classification processor lookup regression vs notebook syntax error; unrelated bugs." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior and ANSI output formatting are unrelated subsystems." + "reason": "Generation cache regression vs ANSI escape output in loading_report; different subsystems and failures." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing TensorFlow extra in packaging is not the same as a generic dependency issue." + "reason": "Packaging/backend dependency complaint vs vague dependency issue; no shared concrete code path." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments ignored vs tie_word_embeddings warning; unrelated behavior." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained checkpoint serialization." + "reason": "Model loading failure for Qwen3VL MoE vs Qwen3.5 save_pretrained corruption; different operations and bugs." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs mismatch for return_all_scores is unrelated to a model config loading failure." + "reason": "Docs mismatch for TextClassificationPipeline vs unrecognized model/config error; not the same issue." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses are different training-path bugs." + "reason": "Gradient checkpointing in eval mode vs D-FINE auxiliary loss omission; unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax in docs and _torch_extract_fbank_features() runtime behavior do not match." + "reason": "Notebook syntax error vs fbank feature extraction issue; unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model loading, but they target different model families and failure modes." + "reason": "Unrecognized model/config loading failure vs AutoModelForCausalLM config unwrapping bug; different code paths." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Missing ReasoningEffort import and missing is_falcon_mamba_ssm_available are separate export/import issues." + "reason": "Gemma processor import breakage due to mistral_common vs missing import_utils helper symbol; unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." + "reason": "resize_token_embeddings propagation bug vs Whisper empty-transcription failure after token alignment; unrelated." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "\u201cADD THE DATA\u201d is not a concrete bug report and does not match the FP8 inference issue." + "reason": "Placeholder/low-signal issue vs FP8 inference on B200; no overlap in underlying bug." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast of None and post_init reinitialization of embeddings are different code paths." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Different config bugs: default multimodal sub-config initialization versus missing pad_token_id." + "reason": "Trainer GPU broadcast TypeError vs embedding reinit after resize_token_embeddings; distinct code paths." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation parsing crash is unrelated to Gemma processor import failure." + "reason": "auto_docstring crash with future annotations vs Gemma processor import error; unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router/load-balancing loss and mm_token_type_ids defaulting are different model-forward issues." + "reason": "Missing load balancing loss vs default mm_token_type_ids behavior; different model logic." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Mixed-precision dtype loading for BLIP2 is unrelated to Qwen3.5 save_pretrained key serialization." + "reason": "SigLIP2 zero probabilities vs Sam3Video CUDA OOM; not the same bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Unexpected zero probabilities and CUDA OOM are not the same bug." + "reason": "Blip2 dtype not propagating vs Qwen3.5 save_pretrained checkpoint regression; unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same model family, but different regressions: loading failure versus incorrect saved visual encoder keys." + "reason": "Qwen3VL loading regression vs Qwen3.5 visual encoder key saving regression; different failure modes and versions." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue does not match a specific unreleased MIN_PEFT_VERSION pin." + "reason": "Generic dependency issue vs MIN_PEFT_VERSION bumped too high; not the same underlying problem." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A single missing HybridCache export is not the same as broad import breakage across many symbols." + "reason": "Missing HybridCache export vs broad import errors after upgrade; too broad to treat as the same concrete bug." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Different missing imports from different modules; these are not the same symbol or code path." + "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; different model-specific tokenizer bugs." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer regressions for Deepseek and Granite are model-specific and not the same underlying bug." + "reason": "Missing Qwen2_5_VL export vs missing image_utils import; unrelated import failures." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 example errors and a TextClassificationPipeline docs mismatch are unrelated." + "reason": "SigLIP2 doc example errors vs TextClassificationPipeline docs mismatch; different documentation issues." }, { "left": "issue:41950", - "right": "issue:45823", + "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 device-map mismatch are separate bugs." + "reason": "Video-classification pipeline processor lookup bug vs remote_code model breakage; too broad and not the same change." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Different model families and different failure modes; these are not duplicates." + "reason": "Processor.tokenizer/images regression vs Deepseek tokenizer incorrect results; different model families and symptoms." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Python version compatibility and an unreleased dependency pin are unrelated environment issues." + "reason": "Notebook syntax error vs AddedToken special-arg TypeError; unrelated." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are different problems." + "reason": "Phi4MultimodalConfig None-handling bug vs Llama4Config missing pad_token_id; unrelated config issues." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Processor.tokenizer regression and Deepseek tokenizer output regression affect different APIs and models." + "reason": "Video-classification processor lookup bug vs Gemma4 PLE device mismatch; unrelated." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Different import targets and different missing names; not the same underlying defect." + "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test load failure; different model families and bugs." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Missing ReasoningEffort import and missing falcon_mamba availability helper are distinct import-utils issues." + "reason": "Python version compatibility issue vs unreleased peft dependency bump; unrelated release problems." } ] }, @@ -10889,14 +10931,13 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ "issue:42994", "issue:43065", - "issue:43262", "issue:43317", "issue:43441", "issue:43450", @@ -10959,13 +11000,13 @@ "issue:45600|issue:45712", "issue:43653|issue:45593", "issue:44623|issue:44749", - "issue:43065|issue:44898", "issue:44623|issue:45397", + "issue:43065|issue:44898", "issue:44261|issue:44263", "issue:44361|issue:45593", "issue:44671|issue:44779", - "issue:43441|issue:44683", "issue:44016|issue:45823", + "issue:43441|issue:44683", "issue:43901|issue:43994", "issue:43723|issue:44162", "issue:43450|issue:44617", @@ -10974,229 +11015,222 @@ "issue:43901|issue:44246", "issue:43525|issue:43643", "issue:43784|issue:45542", - "issue:44016|issue:44291", - "issue:43262|issue:44521" + "issue:44016|issue:44291" ], - "prepared_review_unit_hash": "e027b1f16ceb83ee00e6e9e16730b7177a9830c128c8f247001e9fbe08df0018", + "prepared_review_unit_hash": "be70dee5d3ece0c49b6d4fda7a4d7f002583e9f5eb1e15231ac536a013a5a808", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37170, - "estimated_input_tokens": 9293, - "estimated_eval_tokens": 18842 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36251, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers v5 regressions across tokenizers, model loading, processors, attention kernels, docs, and CI. None of the soft edges look like the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous. If forced, #44462 is the closest representative because it covers a broad tokenizer-loading regression, which is the nearest shared theme among several items.", + "summary": "The cluster is a loose similarity set of mostly unrelated closed issues spanning tokenizers, model configs, multimodal processors, loading, and CI/doc bugs. I do not see any pair that clearly describes the same underlying defect or fix.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43643 is the most broadly framed API regression (AutoConfig/trust_remote_code returning missing fields), so it is the best representative of the cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#44462 is the most representative issue in the cluster because it is a broad, user-facing tokenizer-loading regression; the other issues are mostly narrower, model-specific, or unrelated failures.", + "best_issue_reason": "issue:43643 has the widest apparent blast radius and reads like a core loading/config serialization bug rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch vs TensorBoard/TensorFlow backend setup; unrelated subsystems and failure modes." + "reason": "Unrelated failures: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend handling." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "A placeholder issue title vs behavior change in AttentionInterface.register; no shared bug path." + "reason": "Different topics: placeholder data request vs AttentionInterface.register behavior change." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both touch tokenizers, but one is AutoTokenizer loading ignoring tokenizer.json and the other is a Mistral regex-patch crash; different code paths." + "reason": "Different tokenizer-loading bugs: ignoring tokenizer.json vs Mistral regex patch crashing on backend_tokenizer." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support breakage vs loading a specific repo/model; too different to be duplicates." + "reason": "No shared underlying bug: Python version compatibility vs loading a specific model in 5.1.0." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save_pretrained writes the wrong tokenizer_class, while this is AutoTokenizer loading the repo file; save vs load bugs." + "reason": "Tokenizer save metadata mismatch is distinct from AutoTokenizer preferring repo tokenizer.json." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python compatibility issue vs an unspecified dependency problem; not the same underlying defect." + "reason": "Broad version support issue vs generic dependency problem; not the same defect." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch-shape bug vs generic dependency issue; no overlap in concrete code path." + "reason": "Video processor batching shape bug is unrelated to a dependency issue." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs list_repo_files not forwarding revision; completely different functionality." + "reason": "Tokenizer regex crash is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not updating Gemma4 embeddings; different model logic." + "reason": "Both touch Gemma4-related behavior, but one is serialization of tied weights and the other is resize_token_embeddings propagation." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "assistant_masks generation bug vs Qwen2.5-VL rope index scaling; both multimodal, but distinct internals and symptoms." + "reason": "Different multimodal bugs: assistant_masks generation vs still-image temporal position_id scaling." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure in Ministral vs OCR index error in Kosmos2.5; unrelated model-specific issues." + "reason": "Different model-specific failures: FlashAttention in Ministral-3 vs long OCR input in Kosmos2.5." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized save failure vs dequantized model load with gpu/cpu offload; both involve quantization, but different stages and bugs." + "reason": "Saving quantized models and loading dequantized models under offload are related themes but not the same concrete bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "auto_mappings.py stale config references vs leftover dummy classes in dummy_pt_objects.py; both repo hygiene/CI, but not the same issue." + "reason": "Both are cleanup/CI-related, but one is stale auto_mappings references and the other is leftover dummy classes." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated areas." + "reason": "Tokenizer special-token registration bug is unrelated to D-FINE loss computation." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files vs slow filtering after upgrade; different symptoms and code paths." + "reason": "Processor save_pretrained missing files vs Chinese-language performance regression; no common code-path." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure; both vision-related but not the same bug." + "reason": "Processor serialization bug is unrelated to gemma-4 zero3 from_pretrained loading." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Missing files from processor.save_pretrained vs Gemma-4 zero3 from_pretrained; unrelated failures." + "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver resize/interpolation failure." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm missing config.rms_norm_eps vs torch.split return values in GlmMoeDsaIndexer; different model components." + "reason": "LayerNorm epsilon/config bug and torch.split return-value issue are unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss issue; unrelated subsystems." + "reason": "MLukeTokenizer task error is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked LM prediction regression vs Deepseek tokenizer regression; both output-quality bugs, but different models and code paths." + "reason": "Both are v5 regressions, but CamemBERT masked LM and Deepseek tokenizer failures are separate code paths." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Model-specific FlashAttention failure vs compiled flex_attention failing on torch>=2.9; one is a model issue, the other a kernel/runtime compatibility issue." + "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping mismatch." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Notebook syntax error vs Gemma4 PLE device mismatch; completely different bug types." + "reason": "Different failures: model FlashAttention regression vs compiled flex_attention on newer torch." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Documentation mismatch for return_all_scores vs nonsensical model outputs; not the same underlying problem." + "reason": "Docs mismatch for pipeline output is not the same as incorrect SigLIP2 inference behavior." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading regression vs ESM2 breakage; both are v5 regressions, but they affect different model families and mechanisms." + "reason": "Tokenizer loading regression and ESM2 model breakage are different bugs." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Incorrect batched video processor shape vs Sam3Video CUDA OOM; one is a shape bug, the other is memory usage." + "reason": "Incorrect batched processor shape is unrelated to Sam3Video OOM." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs glm-4v-9b loading failure; both config/loading-related but not the same concrete defect." + "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are not the same defect." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer serialization mismatch vs Gemma-4 zero3 loading; unrelated bugs." + "reason": "Tokenizer class serialization bug is unrelated to gemma-4 zero3 loading." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs inconsistency vs import-time slowness; different problem classes." + "reason": "Pipeline docs mismatch is unrelated to import-time performance regressions." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve config fields during loading, but one is a missing pad_token_id attribute and the other is trust_remote_code dropping fields; different root causes." + "reason": "Both involve missing config fields, but one is a specific config attribute and the other is a trust_remote_code loading issue; not clearly the same bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import NameError for sentence-transformers vs TensorBoard/TensorFlow backend error; unrelated dependency/import issues." + "reason": "Sentence-transformers import NameError is unrelated to missing TensorFlow backend handling." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError from unexpected argument; different failure modes." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Audio chat_template default sampling rate bug vs multimodal assistant_masks all-zero bug; both processor-related but not the same issue." + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading failure." } ] }, @@ -11215,8 +11249,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -11248,6 +11282,7 @@ "issue:44373", "issue:44485", "issue:44496", + "issue:44521", "issue:44561", "issue:44589", "issue:44749", @@ -11261,16 +11296,15 @@ "issue:45250", "issue:45292", "issue:45362", - "issue:45375", "issue:45397", "issue:45412", "issue:45593", - "issue:45759", "issue:46123", "issue:46132" ], "soft_pairs": [ "issue:44188|issue:44336", + "issue:43262|issue:44521", "issue:41628|issue:43976", "issue:44589|issue:45362", "issue:43673|issue:43761", @@ -11286,236 +11320,228 @@ "issue:41950|issue:44220", "issue:43976|issue:44964", "issue:36246|issue:42757", - "issue:42886|issue:46132", "issue:36246|issue:44351", - "issue:44242|issue:44857", + "issue:42886|issue:46132", "issue:44779|issue:45292", + "issue:44242|issue:44857", "issue:45081|issue:45362", - "issue:43352|issue:45250", "issue:43673|issue:44561", + "issue:43352|issue:45250", "issue:44295|issue:44749", "issue:44162|issue:45200", "issue:43901|issue:45003", "issue:43526|issue:45003", "issue:44496|issue:45003", - "issue:45412|issue:46123", - "issue:45375|issue:45759", - "issue:43262|issue:44246" + "issue:45412|issue:46123" ], - "prepared_review_unit_hash": "41776cb8f16087de9584fa1991849cb91c297a32158f40ab994160b10936d276", + "prepared_review_unit_hash": "16021ef1d7fba7cbaac5a74fb7a11d1525d603525a9f52a42a75f3f944b21161", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36938, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36012, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "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 and import/config bugs. I don\u2019t see any soft pair that clearly describes the same concrete bug or change, so no merges are warranted.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 41950 is the clearest, most user-facing concrete bug in the set: it names a specific pipeline misbehavior, has active discussion and inbound references, and is more actionable than the more ambiguous import/config reports.", + "summary": "This cluster is highly heterogeneous and does not look like a single duplicate set. I picked the broad import/performance report as the most representative issue, and there are no PRs in the input.", + "confidence": 0.38, + "canonical_issue_reason": "issue:44246 is the broadest, most central report here (import-time slowdown) and has relatively strong discussion/inbound activity, making it the best representative issue in an otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41950 is the strongest standalone issue candidate because it describes a specific failing code path with direct user impact and enough context to triage independently.", + "best_issue_reason": "issue:44246 is the best fit because it is generic enough to represent the cluster\u2019s recurring import/loading regressions without overfitting to one specific model or API symbol.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Different subsystems and symptoms: attention-kernel divergence under torch.compile vs ANSI color output in loading_report." + "reason": "Attention kernel divergence on torch.compile and ANSI output formatting are unrelated bugs with different code paths and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention multimodal/chat-template behavior, but one is about audio sampling-rate defaults and the other about assistant mask generation; not the same bug." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Both are import/version problems, but one is a missing symbol and the other is a Python-version compatibility regression; not the same bug." + "reason": "An import error for AutoImageProcessor and a Python-version compatibility issue are different failures with different causes." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage import failure and a Qwen3.5 chat crash are different failure modes and code paths." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime issues." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Both mention v5 regressions, but one is missing GenerationMixin cache during chunked prefill and the other is CLIPVisionModel hidden_states behavior." + "reason": "Both are v5 regressions, but one is chunked-prefill cache handling and the other is CLIPVisionModel hidden_states propagation; not the same code-path problem." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Unrelated issues: DeBERTa model_max_length handling vs missing transformers.onnx module." + "reason": "DeBERTa model_max_length behavior and missing transformers.onnx module are unrelated." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Same broad Qwen/MoE area, but one is LoRA compatibility across hf4.x/hf5.x and the other is multimodal model loading; not clearly the same bug." + "reason": "Both involve Qwen3 MoE naming, but one is LoRA compatibility on hf5 and the other is Qwen3VL model loading; too different to merge as the same bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI code emission and a position_ids docstring typo are unrelated." + "reason": "Terminal color output and a wrong position_ids docstring are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-time slowness is unrelated to unrecognized-model loading for a specific checkpoint." + "reason": "Import slowdown and unrecognized-model config loading are different problems." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing losses, but they are different losses in different model families and different conditions." + "reason": "Missing load-balancing loss in MoE training and D-FINE auxiliary-loss behavior are separate model-training issues." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer access error is not the same as a Gemma-4 ZeRO3 from_pretrained failure." + "reason": "A position_ids buffer access error and a Gemma-4 ZeRO3 from_pretrained issue are not the same bug." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and eos_token_id config mismatch are unrelated." + "reason": "Import performance and eos_token_id config inconsistency are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "A missing Qwen2_5_VL export and a Python compatibility issue are different problems." + "reason": "Missing Qwen2.5 VL export and a Python version support regression are different issues." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI formatting has nothing to do with GLM-5 RoPE implementation." + "reason": "ANSI color handling and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Both touch pipelines/utilities, but one is video-classification using image processors and the other is audio feature extraction; different code paths." + "reason": "Video-classification pipeline processor lookup and audio fbank extraction are different pipeline bugs." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "A Python version support bug is not the same as failing to load a specific multimodal model." + "reason": "Python-version compatibility and Phi-4 multimodal model loading are different failures." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are ImportError reports, but they concern different missing symbols from different packages." + "reason": "Both are import errors, but for different missing symbols from different packages/models." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer cache/offline loading and AttentionInterface.register behavior are unrelated." + "reason": "Different missing imports in different modules; not the same underlying defect." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Missing MoE load-balancing loss and an AMP/CUDA crash in a detection loss are different issues." + "reason": "Tokenizer correctness and resize_token_embeddings/output_embeddings mismatch are separate bugs." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are not the same bug." + "reason": "MoE load-balancing loss and RT-DETR mixed-precision crash are unrelated." }, { "left": "issue:45081", "right": "issue:45362", "accept": false, - "reason": "A Mistral regex patch crash and a Qwen3.5 chat crash are different model/path failures." + "reason": "Mistral regex patching failure and Qwen3.5 chat crash are distinct code paths." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "The second title is too broad to establish the same concrete bug; one is a specific model lacking FA2 support." + "reason": "Cache handling in chunked prefill and removal of is_torch_fx_available affect different APIs and models." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available break different code paths." + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a vague general Flash Attention 2.0 issue." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A buffer access error and a Chinese-reported slowdown after upgrade are not the same underlying defect." + "reason": "Position_ids buffer access and data filtering slowdown are different bugs." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "A docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + "reason": "Documentation mismatch for return_all_scores and unsafe sys.modules access are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction and sys.modules access safety are different issues." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "An unrecognized model config and unsafe sys.modules access are different load-time problems." + "reason": "Model config recognition failure and unsafe sys.modules access are not the same bug." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch dropping are unrelated." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing field being dropped by strict validation and the other is text_config unwrapping in from_config." - }, - { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to import-time slowness." + "reason": "Memory cleanup in RT-DETR and final partial batch handling in MaskGenerationPipeline are unrelated." } ] }, @@ -11534,8 +11560,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -11544,6 +11570,7 @@ "issue:43065", "issue:43232", "issue:43257", + "issue:43262", "issue:43408", "issue:43475", "issue:43540", @@ -11554,13 +11581,12 @@ "issue:44060", "issue:44077", "issue:44162", - "issue:44297", + "issue:44246", "issue:44336", "issue:44368", "issue:44466", "issue:44479", "issue:44483", - "issue:44623", "issue:44734", "issue:44877", "issue:44977", @@ -11582,15 +11608,18 @@ "issue:45600", "issue:45656", "issue:45701", + "issue:45759", "issue:45987", "issue:46082", "issue:46170", "issue:46202" ], "soft_pairs": [ + "issue:45375|issue:45759", + "issue:43262|issue:44246", "issue:43257|issue:45137", - "issue:45292|issue:45584", "issue:36246|issue:43596", + "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:44877|issue:45375", "issue:45561|issue:45563", @@ -11606,8 +11635,8 @@ "issue:44483|issue:46202", "issue:45137|issue:45600", "issue:43653|issue:44162", - "issue:44995|issue:45588", "issue:44368|issue:44977", + "issue:44995|issue:45588", "issue:44368|issue:45563", "issue:44877|issue:46170", "issue:43931|issue:44368", @@ -11615,211 +11644,216 @@ "issue:44060|issue:44077", "issue:45003|issue:45561", "issue:43673|issue:44734", - "issue:45584|issue:46170", - "issue:44297|issue:44623" + "issue:45584|issue:46170" ], - "prepared_review_unit_hash": "fefb0de649b01f84a68f22ba3d037bfe80c27ebf880cf103da8a5a60fecfa085", + "prepared_review_unit_hash": "531a2537a2a8d4164cd4801aec4e55b5485fdf4633b040a2502b045a22a11495", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35873, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bugs across different models, configs, and code paths. The soft pairs share only broad subsystem similarity (tokenization, generation, DeepSpeed, save/load, vision/video), not the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The soft pairs mostly share superficial keywords or broad subsystems, but they do not describe the same concrete bug/change. None of the candidate duplicate edges look safe to merge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest, most clearly scoped closed bug among the set: a specific v5.3.0 video-input regression spanning multiple Qwen multimodal variants. It is a better canonical anchor than the narrower, more isolated reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong canonical representative; the cluster spans distinct regressions and model families rather than one duplicate bug.", + "best_issue_reason": "issue:44479 is the best representative issue because it captures a concrete, user-facing regression with multiple affected models and a clear version boundary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Different failures: Qwen3 MOE weight conversion vs DeepSpeed ZeRO3 deque underflow." + "reason": "Both involve Qwen multimodal config handling, but one is a missing strict field and the other is from_config unwrapping text_config; different code paths and failure modes." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample rate defaults and import latency are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Resize-embeddings bug vs Whisper empty-transcription generation failure." + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque underflow; not the same issue." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for Qwen2.5 VL image processor is unrelated to BertModel/ZeRO3 index error." + "reason": "An import error for Qwen2.5 VL and a DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings synchronization and Whisper empty-transcription generation are different bugs." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize issue is not the same as a version-dependent tokenization change." + "reason": "Embedding resize behavior is unrelated to version-dependent tokenization changes." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config loading, but they target different models and different field-handling failures." + "reason": "Both touch config strictness, but one blocks loading granite_speech while the other drops a Qwen field; not the same defect." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and a stale generation warning are unrelated." + "reason": "A pytest-xdist file race and a stale generation warning are unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Different SAM3 problems: pixel decoder implementation vs tracker/video config warning." + "reason": "SAM3 pixel decoder dummy layer and sam3_video/sam3_tracker config mismatch are different problems." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs syncing bug is unrelated to ANSI output in loading_report." + "reason": "Generation kwargs after sync_gpus and ANSI output handling are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure and tokenizer error masking are different bugs." + "reason": "A model-loading failure and tokenizer error masking are different code paths." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache length return type bug vs LlamaConfig head_dim validation are unrelated." + "reason": "Static cache return type and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache on second forward pass is unrelated to missing mm_token_type_ids defaults." + "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression and Windows ROCm import failure are separate code paths." + "reason": "Video-input regression and Windows ROCm/torch.distributed import failure are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of tied weights is different from resize_token_embeddings not updating decoder embeddings." + "reason": "Both involve embeddings/tied weights, but one is serialization by device and the other is resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 video encoder output attribute bug vs Qwen3OmniMoe video processing ValueError." + "reason": "Both are video-model bugs, but they affect different models and different failure points." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 loading issue and double optimizer step under DeepSpeed are different defects." + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step behavior are unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request handling failure is unrelated to Gemma pipeline roundtrip tokenization." + "reason": "A chat-completions request rejection and Gemma pipeline roundtrip failure are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque underflow and auto_mappings stale config references are unrelated." + "reason": "DeepSpeed deque errors and stale Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Stale forward-pass cache bug is unrelated to flash_attention crashing on s_aux=None." + "reason": "Both concern Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation failure." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Tie-word-embeddings warning in fine-tuning is not the same as flash-attention generation failure." + "reason": "A stale indexer-cache crash and a flash_attention.py s_aux=None AttributeError are different bugs." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "These are different warnings in different paths with no shared bug mechanism." + "reason": "Tied-weights warnings and a stale num_return_sequences warning are unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading and Windows ROCm import/type errors are unrelated." + "reason": "Strict config loading and Windows ROCm import dependency problems are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to tie-word-embeddings warnings." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-weights warning." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM are not the same issue." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init policy." + "reason": "A Qwen3-Next tied-weights warning and a patchtsmixer post_init policy issue are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access bug and xdist captured_info.txt race are different problems." + "reason": "sys.modules access safety and a captured_info.txt race are unrelated." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Missing GenerationMixin cache in v5.0.0 and wrong tensor indexing in serve are distinct generation bugs." + "reason": "Both involve cache/generation, but one is missing cache state in v5.0.0 chunked prefill and the other is wrong tensor indexing in serve responses." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to Windows ROCm torch.distributed import errors." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related but not the same bug." + "reason": "Whisper empty transcription behavior is unrelated to the Windows ROCm import issue." } ] }, @@ -11838,14 +11872,13 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:41628", "issue:42371", "issue:42673", @@ -11865,6 +11898,7 @@ "issue:44162", "issue:44188", "issue:44222", + "issue:44297", "issue:44351", "issue:44361", "issue:44623", @@ -11893,6 +11927,7 @@ "issue:46202" ], "soft_pairs": [ + "issue:44297|issue:44623", "issue:44869|issue:45356", "issue:44361|issue:44749", "issue:43646|issue:44162", @@ -11923,250 +11958,237 @@ "issue:44964|issue:45137", "issue:44222|issue:45310", "issue:42994|issue:43824", - "issue:44038|issue:45310", - "issue:36010|issue:41628" + "issue:44038|issue:45310" ], - "prepared_review_unit_hash": "b38eac144f80188613c43cefefebdbd559394e44d9ffba0c130e12b908b28c63", + "prepared_review_unit_hash": "500c64d40f420ea983896aff12f5348ab6199bf8262407abb3e2c108dec8f781", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37089, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "serialized_chars": 37111, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly spans distinct Transformer regressions and model-specific issues. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; most other soft-similar pairs are related only at the subsystem/theme level, not the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:42673 is the best canonical issue because issue:43704 appears to be an exact duplicate with the same title, and 42673 has higher discussion activity in the packet (10 vs 1).", + "summary": "Mostly unrelated issue reports with one clear duplicate pair; the set is dominated by Transformers v5/model-loading regressions, but the soft edges mostly connect only by broad keyword similarity.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report here: it describes a concrete Transformers 5.0.0 breakage in model initialization that can naturally subsume several of the more specific v5 compatibility complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best overall issue candidate because it matches issue:43704 exactly by title and has more discussion activity, making it the clearest representative of that bug in the visible set.", + "best_issue_reason": "issue:43646 is the strongest standalone anchor: clear version context, concrete failure mode, and broad relevance across the surrounding v5-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained bugs, but one is tokenizer metadata and the other is processor file output; different code paths and symptoms." + }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different bugs: Whisper timestamp decoding crash vs Kimi tokenizer regression/codec handling." + "reason": "Tokenizer/codec-related, but they affect different models and different failure points; not the same underlying bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Different code paths: MLukeTokenizer task AttributeError vs a performance slowdown after upgrade." + "reason": "A tokenizer AttributeError vs a performance regression after upgrade; no shared bug path." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad breakages, but they describe different affected models and failure modes; not the same concrete bug." + "reason": "Broad v5 regression vs a model-specific ESM2 breakage; too different to be duplicates." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Unrelated symptoms: data filtering slowdown vs DeepSpeed optimizer stepping twice." + "reason": "Data filtering slowdown is unrelated to a DeepSpeed optimizer-step double-call bug." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Different subsystems and failures: processor.save_pretrained file omission vs DeepSpeed optimizer double-step." + "reason": "Processor save_pretrained file omissions and DeepSpeed optimizer stepping are unrelated failures." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different features: Gemma eos token config mismatch vs AttentionInterface.register behavior change." + "reason": "Gemma EOS config mismatch and AttentionInterface.register behavior changes are separate issues." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is not the same bug as the reported preprocessing slowdown." + "reason": "Checkpoint key mismatch and data-filter performance regression do not share a concrete code path." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache bug vs documentation still referencing removed pipeline APIs." + "reason": "Generation cache internals vs stale docs referencing pipeline(); one is code, the other documentation." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different failures: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip/tokenization issue." + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline token roundtrip behavior." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "One is a placeholder bug report, the other is a specific gemma-4 zero3 from_pretrained failure." + "reason": "Generic bug report placeholder vs a specific gemma-4 zero3 load failure; not comparable." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure is not the same as GGUF loading failure." + "reason": "Quantized save_pretrained failure and Qwen2.5-GGUF load failure are opposite directions and likely different bugs." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe/v5 compatibility vs missing files on processor.save_pretrained." + "reason": "Qwen3-VL-Moe/transformers v5 compatibility is unrelated to processor.save_pretrained missing files." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different model families and failures: SAM 3 video attribute error vs Qwen2.5-VL video position-id bug." + "reason": "Both are vision/video model issues, but different model families and different attributes/position-id logic." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 vision encoder attribute error is unrelated to trust_remote_code field loss in AutoConfig." + "reason": "SAM 3 Video output attribute failure is unrelated to AutoConfig missing-fields behavior with trust_remote_code." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError for missing PyTorch is not the same as a loading hang in Sentence Transformers." + "reason": "PyTorch import error and Sentence-Transformers loading hang are distinct environment/runtime problems." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings change and remote-code/meta-init incompatibility are unrelated." + "reason": "TF32 API-setting guidance and meta-initialization incompatibility are unrelated concerns." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but they affect different code paths and reported failures." + "reason": "Both touch generation internals, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence; not the same bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import issues, but for different symbols and modules; not a clear duplicate." + "reason": "Both mention imports, but they concern different symbols/modules and likely different missing-export fixes." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 Moe, but one is a missing config field being dropped and the other is a generic from_pretrained error; too different to merge." + "reason": "Missing config field dropped by strict and a from_pretrained error on the same model family are related but not the same concrete failure." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 vision encoder issue is unrelated to tokenizer-mapping logic in add-new-model-like." + "reason": "SAM 3 Video attribute error and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is not the same as Llama4Config missing pad_token_id." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are separate model/config issues." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different attention/masking bugs: Gemma4 causal-mask construction vs pipeline final-batch result dropping." + "reason": "Gemma4 attention-mask construction and pipeline batch-finalization behavior are different subsystems." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but different concrete failures: from_pretrained loading error vs missing deepstack_visual_indexes field." + "reason": "Both involve Qwen3.5 Moe, but one is a from_pretrained load error and the other is a config-field serialization issue." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto-docstring future-annotations crash are unrelated." + "reason": "Mistral tokenizer regex patch crash and auto-docstring annotation handling are unrelated." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is a different bug from Gemma pipeline roundtrip token handling." + "reason": "Gemma4Processor missing _tokenizer and Gemma token roundtrip issues are different code paths." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate bug report: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and matching symptom." + "reason": "Exact same title and model-specific VRAM leak under multiple dataloader threads; this is a clear duplicate." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: AutoImageProcessor vs HybridCache." + "reason": "Different missing imports (AutoImageProcessor vs HybridCache) with no evidence of a single shared fix." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Save-pretrained FP8 moe bug and Qwen3.5 Moe from_pretrained loading bug are different operations and failures." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Both involve Qwen MoE models, but they are different regressions/version contexts and not the same concrete code-path bug." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Tokenizer patch crash and auto-docstring annotation handling failure do not share the same underlying defect." + "reason": "FP8 save_pretrained on MoE and Qwen3.5 Moe from_pretrained error are different operations and failure modes." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Gemma4 processor initialization failure is not the same as the Gemma pipeline roundtrip issue." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact duplicate bug report: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and matching symptom." + "reason": "Quantized model saving and missing top-level import for Qwen2_5_VLForConditionalGeneration are separate issues." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Different import errors involving different APIs and model classes." + "reason": "Qwen3-VL-Moe version compatibility and Qwen3.5 Moe from_pretrained error are model-family-adjacent but not the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall choice of issue:42673 is plausible, but the justification overstates the packet. There are no inbound references for either 42673 or 43704, so phrases like \"well-supported by discussion and references\" / \"richer discussion/inbound-reference trail\" are not grounded. Please keep the canonical/best-issue rationale limited to what is visible in the packet (identical titles and higher discussion activity on 42673)." + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly centers the cluster on mostly unrelated Transformers v5/model-loading reports and identifies the exact duplicate pair (issue:42673 / issue:43704). The soft-edge verdicts are conservative overall, with no obvious overstatement of duplicate evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12188,6 +12210,8 @@ "issue:30990", "issue:33290", "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", "issue:42222", "issue:42831", @@ -12209,7 +12233,6 @@ "issue:44242", "issue:44295", "issue:44373", - "issue:44448", "issue:44496", "issue:44568", "issue:44623", @@ -12223,7 +12246,6 @@ "issue:45200", "issue:45310", "issue:45356", - "issue:45405", "issue:45561", "issue:45600", "issue:45656", @@ -12234,13 +12256,14 @@ "issue:46326" ], "soft_pairs": [ + "issue:36010|issue:41628", "issue:42831|issue:44222", "issue:42175|issue:45712", "issue:44496|issue:45561", "issue:43377|issue:44242", "issue:45561|issue:45600", - "issue:43901|issue:45561", "issue:42898|issue:44568", + "issue:43901|issue:45561", "issue:43232|issue:44792", "issue:30990|issue:35141", "issue:43278|issue:45137", @@ -12248,225 +12271,223 @@ "issue:43065|issue:46123", "issue:44623|issue:45310", "issue:30333|issue:33290", - "issue:43232|issue:44188", "issue:44188|issue:44373", + "issue:43232|issue:44188", "issue:42898|issue:45812", "issue:43784|issue:43824", "issue:43723|issue:44568", "issue:42898|issue:45356", "issue:42898|issue:44779", "issue:44734|issue:45103", - "issue:44016|issue:46231", "issue:43874|issue:45092", + "issue:44016|issue:46231", "issue:44075|issue:46231", "issue:43723|issue:46326", "issue:44060|issue:45125", - "issue:42898|issue:44448", - "issue:44295|issue:45656", - "issue:45405|issue:45712" + "issue:44295|issue:45656" ], - "prepared_review_unit_hash": "1b8e68f30e76d0dcb0ec78694114f5da7acb92aa1fec120dea47ec2c6a2a8a11", + "prepared_review_unit_hash": "e0456cb34ed59974af62e2f389fa85a9593bdecf4308fd456f702f025714d8d3", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36784, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "soft_pair_count": 29, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like the same concrete bug or change; most are broad theme matches (tokenizer regressions, v5 regressions, DeepSpeed, etc.) but not duplicate enough to merge. The cluster is heterogeneous, with only loose topical similarity in a few tokenizer-related pairs.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42898 is the broadest and most central of the tokenizer-related reports here: it explicitly describes a v5 behavior regression and has the most overlap with other tokenizer-focused soft pairs, making it the best umbrella issue among this set.", + "summary": "This cluster is highly heterogeneous. A few items share broad themes like tokenizer regressions, FP8, or v5 migration fallout, but none of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42898 is the broadest and most central user-facing regression report in the set, and it sits near several other tokenizer-v5 reports, but it is still not a true duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the strongest representative issue overall because it captures a concrete v5 tokenizer regression and is the main hub for the similar tokenizer-related comparisons in this cluster.", + "best_issue_reason": "issue:42898 is the best representative issue because it describes a concrete, high-signal v5 tokenizer regression with strong discussion, even though the surrounding cluster is too mixed for a real duplicate umbrella.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they involve different symbols, different call sites, and different fixes." + }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe issue; different failure modes and code paths." + "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior for MoE models." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Unrelated backend packaging issue vs leftover dummy-class cleanup; no shared concrete bug." + "reason": "Both touch packaging/import surfaces, but one is about backend extras and the other about leftover dummy PT objects." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model loading/config error vs pytest-xdist file race; completely different problems." + "reason": "These concern unrelated model loading and pytest-xdist file races." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask correctness bug vs MoE load-balancing loss gating; different model subsystems and symptoms." + "reason": "Different bugs: batched-vs-single encoder outputs versus missing load-balancing loss when router logits are disabled." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test utility file race vs broken auto-mappings references; unrelated failures." + "reason": "One is a test utility race; the other is stale auto_mappings references breaking CI." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Docs wording mismatch vs test race condition; not the same underlying issue." + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer behaviors and different model families." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling; different concrete bugs." + "reason": "Documentation drift in a pipeline has nothing to do with the xdist file race." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/sync_gpus bug vs a janus image-generation test failure; no concrete overlap." + "reason": "Generation kwargs handling and a Janus image-generation test failure are different code paths." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang vs embedding reinitialization during resize; unrelated issues." + "reason": "Loading hangs and embedding resize reinitialization are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Dtype drift between train/eval vs DeepSpeed ZeRO3 deque error; different code paths." + "reason": "Mixed precision dtype drift is unrelated to the DeepSpeed ZeRO3 deque error." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; distinct model-specific problems." + "reason": "A broken model family import and a missing default for mm_token_type_ids are different issues." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d placeholder vs partial-batch pipeline bookkeeping; unrelated bugs." + "reason": "Dummy Conv2d scaffolding and partial-batch result loss in a pipeline are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained files vs Qwen3.5 MoE from_pretrained error; different loading/saving paths." + "reason": "Save-pretrained file omission and Qwen3.5-MoE from_pretrained errors are different failures." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failed training vs Adafactor OOM in DeepSpeed; unrelated training issues." + "reason": "MLflow job-state reporting and DeepSpeed OOM with Adafactor are not the same bug." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Generation state update bug vs attention-kernel divergence under torch.compile; not the same defect." + "reason": "A torch.compile attention-kernel divergence and a docstring typo are unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Kernel branching bug vs docstring typo; clearly different." + "reason": "Both involve generation-related internals, but the concrete failure modes are different." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one concerns clean-up spacing behavior and the other wrong token IDs for Granite models; different underlying bugs." + "reason": "Both are tokenizer regressions, but they affect different tokenization outputs and different models." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL symbol export; different imports and causes." + "reason": "Different missing imports from different packages; no shared underlying fix." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure vs add_special_tokens/BOS-EOS regression; same broad area but not the same concrete issue." + "reason": "Both mention v5 tokenizer behavior, but one is tokenizer loading and the other is add_special_tokens/BOS-EOS handling." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions around v5, but one is clean_up_tokenization_spaces and the other is codec handling/fix_mistral_regex warning; not mergeable as one bug." + "reason": "Both are tokenizer regressions, but the reported behavior and affected models/code paths differ." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but the affected tokenizer behavior and likely code paths differ." + "reason": "Same broad theme, but different tokenizer families and different regression mechanisms." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serve vs auto-docstring annotation handling; unrelated." + "reason": "Serve KV-cache indexing and auto_docstring annotation handling are unrelated." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Notebook syntax error vs docstring parameter-name mismatch; unrelated." + "reason": "Image-processor API breakage and remote-code meta-init incompatibility are different multimodal issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Missing image-processor method vs remote-code meta-init incompatibility; different multimodal/model-loading bugs." + "reason": "A notebook syntax error and a docs parameter-name mismatch are not the same change." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer arguments ignored vs documentation parameter mismatch; different severity and code path." + "reason": "Optimizer argument handling and documentation naming are unrelated." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading issue vs continue_final_message behavior for mistral_common tokenizers; same area but not the same underlying bug." + "reason": "Both concern tokenizers, but one is AutoTokenizer loading and the other is continue_final_message behavior." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Tied-weights warning bug vs missing tensor-parallel plan; unrelated Qwen model issues." + "reason": "Both are Qwen-family model issues, but they concern different bugs: tied-weights warnings versus missing tensor-parallel plan." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access error vs optimizer step called twice under DeepSpeed; different mechanisms." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Dependency version bump problem vs dummy-class cleanup; unrelated maintenance issues." + "reason": "A buffer registration/read error and a duplicated optimizer step under deepspeed are different problems." } ] }, @@ -12485,8 +12506,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -12499,6 +12520,7 @@ "issue:42175", "issue:42757", "issue:42831", + "issue:42898", "issue:43122", "issue:43232", "issue:43475", @@ -12516,7 +12538,6 @@ "issue:44297", "issue:44373", "issue:44448", - "issue:44483", "issue:44484", "issue:44485", "issue:44623", @@ -12530,7 +12551,7 @@ "issue:45245", "issue:45310", "issue:45381", - "issue:45406", + "issue:45405", "issue:45656", "issue:45712", "issue:45834", @@ -12540,13 +12561,15 @@ "issue:46305" ], "soft_pairs": [ + "issue:42898|issue:44448", + "issue:45405|issue:45712", "issue:44448|issue:46132", "issue:42175|issue:44933", "issue:44222|issue:44297", "issue:44933|issue:45712", "issue:43976|issue:44933", - "issue:43479|issue:44079", "issue:44297|issue:45656", + "issue:43479|issue:44079", "issue:44222|issue:44623", "issue:30333|issue:34689", "issue:42831|issue:44623", @@ -12554,245 +12577,256 @@ "issue:44190|issue:46082", "issue:30333|issue:36331", "issue:45071|issue:46082", - "issue:43479|issue:44869", "issue:30333|issue:35141", "issue:28282|issue:30333", + "issue:43479|issue:44869", "issue:43475|issue:46305", "issue:44297|issue:45310", "issue:41628|issue:42757", "issue:44206|issue:45103", - "issue:43723|issue:44977", "issue:45381|issue:46305", + "issue:43723|issue:44977", "issue:43873|issue:44945", "issue:43122|issue:46209", "issue:43232|issue:45834", - "issue:44222|issue:44484", "issue:44263|issue:45092", + "issue:44222|issue:44484", "issue:44295|issue:44623", - "issue:43479|issue:43644", "issue:44373|issue:44485", - "issue:44483|issue:45406" + "issue:43479|issue:43644" ], - "prepared_review_unit_hash": "0936a506bdf9d219fe04926b43daad73ce9d77d403d1c94bead725286161ec15", + "prepared_review_unit_hash": "39ab4ef904a97a33f335241f966f31c4ad55671e392758aae0a13b0893d2f694", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37061, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "soft_pair_count": 33, + "serialized_chars": 37304, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of unrelated Transformers issues; the soft pairs do not look like duplicate bug reports or the same fixable change, so all suggested merges should be rejected.", + "summary": "These items are largely unrelated across different regressions, import errors, config issues, and model-specific bugs; no soft pair is strong enough to merge as the same underlying change.", "confidence": 0.91, - "canonical_issue_reason": "Issue 44483 is the clearest high-severity user-facing regression in this set and the best single anchor, though the cluster is still heterogeneous.", + "canonical_issue_reason": "issue:43122 is the clearest, most broadly impactful regression: it reports a concrete tokenizer behavior change across versions with a reproducible user-visible difference.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44483 is concrete, impactful, and well-scoped compared with the rest, which span unrelated imports, configs, serialization, training, and model-specific regressions.", + "best_issue_reason": "issue:43122 is the best representative issue because it is well-scoped, actionable, and tied to a core library behavior change rather than a niche model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 output/tokenization differences, but one is about clean_up_tokenization_spaces behavior and the other is a Pegasus output regression; too broad to treat as the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A PEFT version pin mismatch and leftover dummy classes leaking into dir(transformers) are unrelated maintenance problems." + }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different problems: Pegasus output drift vs AttentionInterface.register changing a function wrapper's behavior." + "reason": "Different output between v4/v5 is not the same as AttentionInterface.register changing callable behavior." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend and a nonexistent image_utils import are separate import-path failures." + "reason": "TensorFlow backend packaging and a missing image_utils import are different import/packaging issues." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained on MoE models and tokenizer_config tokenizer_class mismatch are unrelated save_pretrained bugs." + "reason": "FP8 save_pretrained on MoE and tokenizer_class metadata mismatch are unrelated save_pretrained bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "One is a bad import from image_utils; the other is leftover dummy PT classes leaking into dir(transformers)." + "reason": "A missing symbol in image_utils and dummy PT objects leaking without torch are separate import surface issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version/backend compatibility is not the same bug as an invalid image_utils import symbol." + "reason": "Python version compatibility and a missing import from image_utils do not share the same root cause." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are different code paths and symptoms." + "reason": "Tokenizer serialization metadata and double optimizer stepping under deepspeed are unrelated." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer save metadata and DeepSpeed optimizer-step behavior are unrelated." + "reason": "Multimodal config defaults and ModelOutput key assignment are different code paths and bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related but not the same defect." + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files concern different serialization layers." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failed training jobs and a model-loading regression are distinct issues." + "reason": "MLflow run reporting on failure and a model-loading regression for Llama 3.2 Vision are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained file emission are different failures." + "reason": "FP8 accuracy and processor save_pretrained file emission are not the same bug." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category limit overflow and AttentionInterface.register behavior have no shared underlying bug." + "reason": "Category-count limits and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are different failures." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow job status handling and CustomTrainer.compute_loss signature breakage are separate training issues." + "reason": "MLflow not reporting failed jobs and CustomTrainer.compute_loss signature breakage are unrelated trainer issues." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim rejection." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Multimodal config defaults and Whisper word-timestamp decoding are unrelated model-specific bugs." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are distinct config problems." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job MLflow reporting and output embedding reinitialization after resize are different problems." + "reason": "MLflow run-state reporting and embedding reinitialization during post_init are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "A missing PyTorch import and MLflow reporting on failed jobs do not share a code path." + "reason": "A missing PyTorch dependency import error and MLflow reporting for failed jobs are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config initialization and Whisper timestamp decoding are different bugs." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video missing attribute and Moonshine streaming mask off-by-one are different video-model bugs." + "reason": "SAM 3 video missing attribute and MoonshineStreaming mask off-by-one are unrelated model-specific issues." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class metadata mismatch and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained failure are different serialization/load paths." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different dependency breakages." + "reason": "Missing AutoImageProcessor and missing is_offline_mode are both import errors, but they come from different packages and different causes." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported feature extractor arg and auto_docstring future-annotations crash are separate failures." + "reason": "Unsupported center argument in an extractor and auto_docstring crashing under future annotations are unrelated." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Wrong vision_position_ids in Qwen2.5-VL and a streaming mask off-by-one are different sequence-shaping bugs." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Wrong vision_position_ids and sliding_window_mask_function off-by-one affect different model components." + "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation issues are separate problems." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are not the same bug." + "reason": "Quantization offloading and pipeline-parallel output corruption do not point to the same code path." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization changes across versions and FP8 inference on B200 are unrelated regressions." + "reason": "Tokenizer behavior changes across versions and FP8 inference failure on B200 are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and long-OCR index errors have no common root cause." + "reason": "Generation kwargs update after sync_gpus and a long OCR index error are different generation/data-path issues." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "FP8 MoE save_pretrained and max_shard_size defaults are different save_pretrained concerns." + "reason": "torch.split return handling in a MoE indexer and remote-code checkpoint meta-init incompatibility are separate issues." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "torch.split return handling in a MoE indexer and meta-init incompatibility for old checkpoints are unrelated." + "reason": "FP8 MoE save_pretrained behavior and max_shard_size default policy are not the same bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer access and processor.save_pretrained missing files are different serialization bugs." + "reason": "position_ids buffer access and processor save_pretrained missing files are unrelated serialization/runtime issues." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Incorrect multimodal config defaults and junk non-persistent buffers are not the same initialization issue." + "reason": "A docstring problem for position_ids is not the same as a GLM-5 RoPE implementation bug." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44933", + "right": "issue:46132", "accept": false, - "reason": "A docstring mistake for position_ids is unrelated to GLM-5 RoPE implementation behavior." + "reason": "A missing import in image_utils and AttentionInterface.register behavior changes are unrelated." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are separate API failures." + "reason": "Phi4 multimodal config default initialization and non-persistent buffer junk in v5 are different failure modes." } ] }, @@ -12811,8 +12845,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -12822,7 +12856,6 @@ "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", "issue:42886", @@ -12830,7 +12863,6 @@ "issue:42994", "issue:43066", "issue:43479", - "issue:43550", "issue:43576", "issue:43644", "issue:43646", @@ -12846,6 +12878,7 @@ "issue:44368", "issue:44373", "issue:44464", + "issue:44483", "issue:44514", "issue:44568", "issue:44704", @@ -12858,30 +12891,31 @@ "issue:45278", "issue:45310", "issue:45357", + "issue:45406", "issue:45753", "issue:46002", "issue:46050", "issue:46082", - "issue:46132", "issue:46305" ], "soft_pairs": [ + "issue:44483|issue:45406", "issue:43761|issue:46082", "issue:43723|issue:44871", - "issue:30990|issue:38175", "issue:45092|issue:45357", + "issue:30990|issue:38175", "issue:42907|issue:46050", - "issue:44514|issue:45103", "issue:44263|issue:44360", + "issue:44514|issue:45103", "issue:43644|issue:46305", "issue:44829|issue:46002", "issue:44261|issue:45092", - "issue:43479|issue:44913", "issue:42831|issue:45310", + "issue:43479|issue:44913", "issue:22355|issue:28282", "issue:41628|issue:43824", - "issue:42831|issue:44038", "issue:44263|issue:44373", + "issue:42831|issue:44038", "issue:39401|issue:44568", "issue:42886|issue:42994", "issue:44368|issue:46305", @@ -12891,206 +12925,198 @@ "issue:44464|issue:46082", "issue:43576|issue:43784", "issue:43646|issue:46002", - "issue:44117|issue:44704", - "issue:43550|issue:46132", - "issue:42371|issue:44263" + "issue:44117|issue:44704" ], - "prepared_review_unit_hash": "ba28c4cd3805fc07b9a7beed68af87d21d705c47aa06a78ccb5f82bdb3bb4f02", + "prepared_review_unit_hash": "74e9626e7b9dab14d93f48bb262c6e9a7566d0f18512a9ec458ad1fc51c0c182", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35858, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35065, + "estimated_input_tokens": 8767, + "estimated_eval_tokens": 17790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly unrelated issues across different models, APIs, and regression types. None look like the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and does not converge on one underlying defect.", + "summary": "This cluster is a broad mix of Transformers issue reports, mostly around v5 regressions, imports, tokenizer/model loading, and a few unrelated model-specific bugs. None of the soft pairs look like the same underlying defect closely enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set because it most clearly represents the broad v5 import-regression theme and can anchor the cluster better than the highly specific model bugs.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduping; the items span many distinct regressions and import/config problems.", + "best_issue_reason": "issue:45278 is the most representative single issue here: it captures the shared upgrade/import-breakage pattern that appears across several other reports, while the rest are narrower, distinct failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: chat/completions request handling vs a Gemma4 processor missing _tokenizer." + }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Different bugs in different areas: CLIPVision hidden states vs Llama head_dim validation." + "reason": "Unrelated code paths: CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression and Gemma eos_token_id mismatch are unrelated." + "reason": "Both are tokenizer-related, but one is a from_pretrained loading issue and the other is an eos_token_id config mismatch." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Sentence-Transformers loading hang is unrelated to SigLIP2 zero-probability outputs." + "reason": "Both touch vision/model loading, but the concrete bugs differ: meta-init incompatibility vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Different model-specific save/init regressions with no shared concrete code path." + "reason": "Sentence Transformers hanging is not the same bug as siglip2-base producing zero probabilities." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve quantized saving, but they target different mechanisms and model families." + "reason": "Different quantization save/load failures: dequantized Ministrals/Devstrals vs sinq round-trip corruption." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "VL chat-template padding crash and auto_docstring annotation crash are unrelated." + "reason": "Same subsystem, different defects: torch.split return handling vs a missing ReLU in the DSA indexer." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Different DSA/indexer defects; one is torch.split handling, the other is missing ReLU." + "reason": "Batched chat template padding crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization bug and Moonshine streaming mask off-by-one are unrelated." + "reason": "Non-persistent buffer junk and a sliding-window off-by-one are distinct bugs." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Training degradation with flash_attention_3 and NaNs after checkout/init are different failure modes." + "reason": "Different symptoms and code paths: flash_attention_3 training degeneration vs NaNs after checkout/init." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-init incompatibility." + "reason": "Precision issue in MLA layernorm epsilon is not the same as a remote-code meta-init incompatibility." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Different config persistence bugs in different model families." + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 Moe from_pretrained failure are separate issues." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Different configuration bugs: multimodal None defaults vs GPTNeoX rotary_pct not persisting." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different causes." + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing exports; no evidence they are the same underlying import bug." + "reason": "Different missing symbols for different model classes; not the same underlying import bug." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Different model/runtime regressions with no shared code-path evidence." + "reason": "A runtime indexing bug and a docstring issue are not duplicates." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "One is a tensor-splitting bug; the other is a docstring issue." + "reason": "These are both about Qwen3/VL in broad terms, but they describe different concrete failures." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions affecting different behaviors and models." + "reason": "Offset_mapping corruption and missing BOS/EOS insertion are distinct tokenizer behaviors." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model save failure are unrelated." + "reason": "Offline cache loading and quantized model saving are unrelated failure modes." }, { "left": "issue:44368", "right": "issue:46305", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to the streaming mask off-by-one." + "reason": "A warning about tie_word_embeddings is unrelated to an off-by-one sliding-window mask bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type are distinct tokenizer issues." + "reason": "Both involve tokenizer/load behavior, but one is offline cache handling and the other is a wrong decoder type in v5." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption and Qwen3_5 image loop are different bugs." + "reason": "Pipeline-parallel output corruption and an image-triggered infinite loop are different problems." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific huggingface_hub import failure is not the same as broad v5 import errors." + "reason": "45278 is a broad umbrella of import errors, but 42757 is specifically a huggingface_hub symbol removal; not the same bug." }, { "left": "issue:44464", "right": "issue:46082", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency is unrelated to LlamaConfig head_dim validation." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken CLI env command and sentence-transformers import NameError are unrelated." + "reason": "The broken env command and the sentence-transformers import NameError affect different entry points." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Non-persistent buffer junk and classification-head NaNs are different initialization bugs." + "reason": "Custom model initialization breakage and NaNs in classification heads are separate defects." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping None handling and AutoProcessor kwarg forwarding are separate from_pretrained issues." - }, - { - "left": "issue:43550", - "right": "issue:46132", - "accept": false, - "reason": "torch.compile/SDPA model failure is unrelated to AttentionInterface.register behavior change." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings guidance and DSA torch.split behavior are unrelated." + "reason": "Both concern loading, but one is a tokenizer mapping None bug and the other is AutoProcessor not forwarding kwargs." } ] }, @@ -13118,8 +13144,8 @@ "issue:30990", "issue:33357", "issue:36296", - "issue:39401", "issue:41628", + "issue:42371", "issue:42907", "issue:43116", "issue:43122", @@ -13127,6 +13153,7 @@ "issue:43408", "issue:43452", "issue:43475", + "issue:43550", "issue:43723", "issue:43756", "issue:43784", @@ -13135,6 +13162,7 @@ "issue:44060", "issue:44222", "issue:44261", + "issue:44263", "issue:44279", "issue:44295", "issue:44297", @@ -13142,7 +13170,6 @@ "issue:44373", "issue:44442", "issue:44485", - "issue:44488", "issue:44514", "issue:44521", "issue:44625", @@ -13159,21 +13186,23 @@ "issue:45478", "issue:45593", "issue:45600", - "issue:46326", + "issue:46132", "issue:46328" ], "soft_pairs": [ + "issue:43550|issue:46132", + "issue:42371|issue:44263", "issue:30990|issue:33357", "issue:44295|issue:44297", "issue:43232|issue:45593", - "issue:44704|issue:45290", "issue:42907|issue:44945", "issue:43723|issue:44442", + "issue:44704|issue:45290", "issue:44261|issue:44373", "issue:42907|issue:43937", "issue:41628|issue:45278", - "issue:43408|issue:43475", "issue:43756|issue:44060", + "issue:43408|issue:43475", "issue:43784|issue:45600", "issue:43116|issue:45200", "issue:42907|issue:44964", @@ -13184,238 +13213,232 @@ "issue:43232|issue:45245", "issue:43122|issue:44521", "issue:28218|issue:30990", - "issue:42907|issue:43452", "issue:44038|issue:44295", + "issue:42907|issue:43452", "issue:43122|issue:44779", "issue:36296|issue:43116", "issue:44038|issue:44222", - "issue:44279|issue:46328", "issue:45216|issue:45478", - "issue:39401|issue:44488", - "issue:43122|issue:46326", - "issue:39401|issue:44521" + "issue:44279|issue:46328" ], - "prepared_review_unit_hash": "7c91b5b3866f92d69bc579c55baf2f8dc266eace8bca90cc3e9077cce57736df", + "prepared_review_unit_hash": "295d9b3aeb77cf56524d02439f1d50b7f6e732886fb818081049235b140feb45", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36036, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36290, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated tokenizer, loading/saving, multimodal, and model-specific bugs. I don\u2019t see any soft pair that clearly shares the same underlying defect closely enough to merge.", - "confidence": 0.23, - "canonical_issue_reason": "issue:43122 is the most general, core tokenizer-regression report in the set: it describes a concrete versioned behavior change and is broader than the many model-specific loading/saving/import issues around it.", + "summary": "This cluster is mostly heterogeneous and not a clean duplicate set. The only strong near-duplicate pair is the Qwen3.5 save/load regression; the rest are separate tokenizer, model, multimodal, import, and training issues.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45216 is the strongest anchor because it is a concrete, versioned regression in Qwen3.5 save/load behavior and it matches the only plausible duplicate pair in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best representative issue because it captures a reproducible tokenizer correctness regression across versions, which is the closest common theme in the cluster.", + "best_issue_reason": "issue:45216 is the most triage-worthy representative: specific repro scope, explicit regression version, and a clear code path around checkpoint serialization/loading.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: one is torch.compile/SDPA on Bamba, the other is AttentionInterface.register behavior." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance vs a torch.split indexer bug; no shared underlying defect." + }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different symptoms and subsystems: Sentence-Transformers loading hang vs MacOS CLIP bus error." + "reason": "Unrelated loading stall versus MacOS bus error in a community CLIP model." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One is a position_ids buffer/read error; the other is a tokenizer save_pretrained metadata mismatch." + "reason": "Buffer read access issue vs tokenizer_config.json class mismatch; different code paths." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs/sync_gpus bug is unrelated to D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to apply_chat_template crashes on tool-call messages." + "reason": "Generation kwargs/sync_gpus bug is unrelated to D-FINE auxiliary losses." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized save_pretrained failure and pipeline-parallelism output corruption are different code paths." + "reason": "Saving dequantized models is unrelated to incorrect pipeline-parallel generation output." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizer loading, but the reported failures and tokenizer classes are different enough to be distinct bugs." + "reason": "Both mention AutoTokenizer, but one is a broad v5 loading regression and the other is a specific tokenizer failure; not enough evidence of the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs issue is unrelated to chat template crashes with tool calls." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to a docstring problem for position_ids." + "reason": "Precision/config issue in MLA layernorm is unrelated to a docstring error." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models is not the same bug as invalid GenerationConfig handling." + "reason": "Dequantized save_pretrained bug and invalid GenerationConfig are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A missing AutoImageProcessor import and a broad import breakage after upgrade are not the same concrete defect." + "reason": "Specific AutoImageProcessor import failure is not the same as broad post-upgrade import errors." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both are SAM3-video-related, but one is a model-type warning and the other is a missing attribute in vision outputs." + "reason": "Different Qwen/GLM model-specific bugs with no shared concrete failure path." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Different models and different implementation bugs; no shared code-path evident." + "reason": "Model-type mismatch warning and missing attribute on Sam3VisionEncoderOutput are separate SAM 3 issues." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "sentence-transformers import NameError is unrelated to auto_mappings CI breakage from removed configs." + "reason": "sentence-transformers import NameError and stale auto_mappings config references are unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label empties are unrelated to mm_token_type_ids defaults in Gemma 4." + "reason": "Example script classification output bug is unrelated to Gemma 4 token-type-id behavior." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Model saving failure and multimodal model loading failure are distinct bugs." + "reason": "Dequantized save bug and Phi-4 multimodal loading failure are different issues." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer regression across versions and a batched apply_chat_template padding crash are different concrete behaviors." + "reason": "Tokenizer output changes across versions are not the same as a batched chat-template padding crash." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 degenerate training." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in DSA indexer has nothing to do with GLM-5 RoPE implementation details." + "reason": "DSA indexer implementation discussion and GLM-5 RoPE implementation are different model internals." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer class mismatch in save_pretrained are unrelated." + "reason": "Qwen3-VL-Moe model bug and tokenizer save_pretrained class mismatch are unrelated." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation state update bug is unrelated to the 2^24 category-count limit error." + "reason": "Generation kwargs handling is unrelated to the categories-limit runtime error." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Versioned tokenization change and all-zero assistant masks in multimodal templates are different issues." + "reason": "General tokenization regression and multimodal assistant_masks bug do not share the same concrete failure." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Added-token spacing bug is unrelated to Sentence-Transformers loading getting stuck." + "reason": "Tokenizer spacing bug and Sentence Transformers loading hang are unrelated." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Dequantized save_pretrained failure is not the same as gguf_file breaking tokenizer/model loading." + "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are different code paths." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Qwen3-VL-Moe incompatibility and position_ids buffer read error are unrelated." + "reason": "Dequantized save issue is unrelated to gguf_file loading breakage." }, { "left": "issue:43122", - "right": "issue:44779", + "right": "issue:44514", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different internals; not the same underlying bug." + "reason": "Versioned tokenizer behavior change is unrelated to chat-template crashes with batched padding=False." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." + "reason": "Tensor parallel training bug and multi-label classification empty results are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained moe bug are separate model/runtime issues." - }, - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "General dependency issue is unrelated to SequenceFeatureExtractor.pad performance behavior." + "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained moe are not the same bug." }, { "left": "issue:45216", "right": "issue:45478", - "accept": false, - "reason": "save_pretrained checkpoint regression and from_pretrained load error for Qwen3.5 MoE are related in area but not clearly the same concrete bug." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer and inability to load cjvt/sleng-bert are different failures." - }, - { - "left": "issue:43122", - "right": "issue:46326", - "accept": false, - "reason": "General tokenizer-version regression and continue_final_message on mistral_common are distinct bugs." + "accept": true, + "reason": "Both are Qwen3.5 MoE save/load regressions on 5.4.0+: one says save_pretrained produces a bad checkpoint, the other says from_pretrained fails; these plausibly share the same serialization/load bug." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Offset mapping correctness and multimodal assistant mask generation are different tokenizer/template problems." + "reason": "Generic dependency complaint and SequenceFeatureExtractor.pad performance issue are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are clearly unrelated by title/problem domain, and the only accepted near-duplicate pair, issue:45216 with issue:45478, is plausibly the same Qwen3.5 MoE save/load regression and could be fixed by one PR. The soft-edge rejections are conservative and do not overclaim duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13427,8 +13450,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -13439,13 +13462,13 @@ "issue:33453", "issue:38617", "issue:39401", - "issue:42175", "issue:42222", "issue:42371", "issue:42757", "issue:42831", "issue:43066", "issue:43116", + "issue:43122", "issue:43441", "issue:43493", "issue:43611", @@ -13458,30 +13481,33 @@ "issue:43992", "issue:44038", "issue:44075", - "issue:44117", "issue:44297", "issue:44351", "issue:44355", "issue:44380", "issue:44485", + "issue:44488", + "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44936", - "issue:44938", "issue:45083", "issue:45278", "issue:45357", "issue:45446", "issue:45478", "issue:45563", - "issue:45588", "issue:45753", "issue:46002", "issue:46077", - "issue:46231" + "issue:46231", + "issue:46326" ], "soft_pairs": [ + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:39401|issue:44521", "issue:43824|issue:44351", "issue:43784|issue:45446", "issue:22355|issue:28218", @@ -13492,235 +13518,232 @@ "issue:44355|issue:46231", "issue:43611|issue:46002", "issue:43937|issue:44485", - "issue:42222|issue:43441", "issue:44075|issue:44936", "issue:42371|issue:43874", + "issue:42222|issue:43441", "issue:42831|issue:44297", "issue:43976|issue:45446", "issue:45357|issue:45478", "issue:44038|issue:45478", "issue:43116|issue:43825", "issue:43493|issue:45753", - "issue:43116|issue:43493", "issue:45083|issue:45446", + "issue:43116|issue:43493", "issue:43937|issue:45563", "issue:22355|issue:29127", - "issue:44625|issue:46002", "issue:33453|issue:39401", - "issue:44380|issue:46077", + "issue:44625|issue:46002", "issue:38617|issue:45278", - "issue:42175|issue:44938", - "issue:44117|issue:45588", - "issue:39401|issue:44779" + "issue:44380|issue:46077" ], - "prepared_review_unit_hash": "1dd1244e75b12f496dd93dd5ae1f0f016907f5ddcca8274884fdf3e914950b06", + "prepared_review_unit_hash": "6179ae9e1eb009aa8712294c241dc6345e15b9be3f58498e4d61c9af7c9a7f49", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36225, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions (imports, tokenizers, model-specific bugs, packaging, and docs). No soft pair looks like the same concrete underlying bug, so none should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report here; it captures the general upgrade/regression theme and can accommodate several import-related failures better than the narrow model- or API-specific reports.", + "summary": "The set is highly heterogeneous: tokenizer regressions, import errors, model-specific bugs, training issues, and documentation mismatches. None of the soft pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45278 is the closest broad umbrella in the set (general v5 import-regression complaints), but the cluster is too mixed for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative because it is the most general and likely to attract/organize follow-up reports about the v5 import breakage class.", + "best_issue_reason": "45278 is the most representative by breadth and discussion, but only as a loose umbrella; it does not actually unify the rest into one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: Qwen3 tokenizer offset mapping vs loading a specific model checkpoint." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization, but one is a v4\u2192v5 behavior change and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset-mapping bug and multimodal assistant-mask bug are unrelated code paths." + }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`) and likely different code paths." + "reason": "Both are import errors, but for different symbols and different model paths." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "One is a `sentence-transformers` import `NameError` from a missing `nn`; the other is a PyTorch version-check problem in flex attention. Different failures." + "reason": "Unrelated issues: sentence-transformers import NameError vs flex_attention version-check bug." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "`transformers.onnx` missing is an import/package issue; the added-token spacing bug is tokenizer behavior. Not the same bug." + "reason": "ONNX module import failure is unrelated to added-token spacing in tokenization." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Package import failure vs slow/fast tokenizer inconsistency; these are distinct issues." + "reason": "Import error vs tokenizer consistency / error-message issue; not the same bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages/modules (`huggingface_hub` vs `transformers`) and unrelated symbols." + "reason": "Different missing imports from different packages and code paths." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "`embed_tokens.weight` loading in UMT5Encoder and `cached_file` kwargs passing in AutoProcessor are separate from_pretrained/processing problems." + "reason": "Model weight-loading bug vs AutoProcessor kwargs forwarding bug are distinct." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms (`decoder type` vs incorrect outputs/offsets)." + "reason": "Related theme, but one is decoder-type selection and the other is Deepseek tokenization correctness." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Running compiled Python files and a documentation typo are unrelated." + "reason": "Compiled-file execution error and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with `base_model_prefix` and NaNs in classification heads are different code paths and failure modes." + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different problems." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is invalid `GenerationConfig` while the other is RoPE implementation behavior; not the same underlying bug." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + "reason": "GLM-5 generation-config validation vs GLM-5 RoPE implementation are different bugs." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different problems." + "reason": "Optimizer argument handling and trainer.train()/evaluate() failure do not share the same concrete cause." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior warning/settings and a missing image-processor method are unrelated." + "reason": "TF32 API guidance issue is unrelated to missing image-patch helper logic." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failures: vitpose import breakage vs Ministral flash-attention failure." }, { "left": "issue:42831", "right": "issue:44297", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and tokenizer save_pretrained metadata mismatch are distinct." + "reason": "FP8 accuracy issue and tokenizer save_pretrained metadata mismatch are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support regression and flex-attention import/version check are different compatibility issues." + "reason": "Python-version support regression and a PyTorch version-check import bug are distinct." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is save_pretrained visual-key serialization and the other is from_pretrained loading; related family, not the same concrete bug." + "reason": "Both are Qwen3.5/Qwen3.5-Moe related, but one is save_pretrained key serialization and the other is from_pretrained loading failure." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3.5 MoE regressions, but they target different model variants and failure modes." + "reason": "Same broad model family, but different variants and different failure surfaces; not the same concrete code path." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label output bug and pipeline translation support message are unrelated." + "reason": "Example-script multi-label output bug vs pipeline translation-task error message are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation mismatch and Qwen3_5 infinite-loop behavior are separate model-specific issues." + "reason": "Different multimodal/model-specific bugs: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Classification-script output failure vs SigLIP2 implementation discrepancy are unrelated." + "reason": "qwen3_omni_moe feature-length helper bug is unrelated to flex_attention import/version checking." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Feature-extraction length helper behavior in qwen3_omni_moe is unrelated to the flex-attention import/version issue." + "reason": "Classification example behavior and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale generate() warning are not the same bug." + "reason": "GenerationConfig validation error and stale num_return_sequences warning are different generation issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing `transformers.onnx` import and LayoutLMv3 error-message clarity are unrelated." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different issues." + "reason": "No module import failure is unrelated to LayoutLMv3 box-information error messaging." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer problems." + "reason": "Tokenizer loading regression and Qwen3 offset-mapping bug are not the same bug." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "GPT2 attention-scaling being ignored and Gemma4 causal-mask behavior are different model/backend bugs." + "reason": "Config propagation for num_labels and NaNs in heads are different failure modes." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both involve import breakage after a version change, but one is a specific missing symbol and the other is a broad report of many import errors; not the same concrete failure." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Packaging/backend extras issue vs Python 3.14 loading failure; different compatibility surfaces." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "Tokenizer mapping fallback bug and flash_attention `s_aux=None` crash are unrelated." + "reason": "45278 is a broad import-regression umbrella, but 38617 is one specific missing symbol and there is not enough evidence they are the same root cause." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Both are tokenizer correctness bugs, but they affect different models and symptoms; no evidence they share one code path." + "reason": "Both affect attention behavior, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask logic are distinct." } ] }, @@ -13747,9 +13770,9 @@ "issue:38617", "issue:39401", "issue:41628", + "issue:42175", "issue:42222", "issue:42673", - "issue:43012", "issue:43064", "issue:43066", "issue:43122", @@ -13757,13 +13780,11 @@ "issue:43408", "issue:43421", "issue:43450", - "issue:43577", "issue:43673", "issue:43742", "issue:43827", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", "issue:44291", "issue:44410", @@ -13771,8 +13792,10 @@ "issue:44483", "issue:44484", "issue:44496", + "issue:44779", "issue:44829", "issue:44877", + "issue:44938", "issue:44945", "issue:44964", "issue:44977", @@ -13785,8 +13808,7 @@ "issue:45405", "issue:45446", "issue:45464", - "issue:45542", - "issue:45656", + "issue:45588", "issue:46002", "issue:46178", "issue:46231", @@ -13794,6 +13816,9 @@ "issue:46328" ], "soft_pairs": [ + "issue:42175|issue:44938", + "issue:39401|issue:44779", + "issue:44117|issue:45588", "issue:43381|issue:44945", "issue:43064|issue:43673", "issue:43827|issue:45446", @@ -13807,8 +13832,8 @@ "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:44291|issue:45071", - "issue:42222|issue:46178", "issue:38617|issue:41628", + "issue:42222|issue:46178", "issue:39401|issue:43421", "issue:43408|issue:43742", "issue:44877|issue:46231", @@ -13817,201 +13842,198 @@ "issue:43066|issue:43122", "issue:44483|issue:45464", "issue:44117|issue:46328", - "issue:44964|issue:45278", - "issue:44075|issue:45656", - "issue:42222|issue:45542", - "issue:43012|issue:43577" + "issue:44964|issue:45278" ], - "prepared_review_unit_hash": "8bf109cd363944c47ea3002a5819132327c87a73ec54bf9013b47249f99552a2", + "prepared_review_unit_hash": "7605eeda62fdaf7d1f52373bdfc2709c74aacd6b34bcfe4bcc681c35ca367d80", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35815, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "serialized_chars": 35241, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly separate v5 regression reports across tokenizer, model-loading, training, and backend/dependency areas. None of the suggested soft pairs look like the same underlying bug or change.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43122 is the best anchor for the cluster: it is a concrete, version-bounded tokenizer regression report and has inbound references, making it more representative than the vague or highly niche items.", + "summary": "The cluster is mostly a mixed bag of unrelated Transformers issues. The soft-similarity pairs are mostly same-subsystem or same-version lookalikes, but not the same underlying bug/change, so they should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the best representative issue here: it is a clear, user-facing v5 tokenizer regression with a broad scope, and it sits closest to the other tokenizer-related near-matches in this set.", "canonical_pr_reason": null, - "best_issue_reason": "43122 is the clearest cluster representative because it describes a real user-facing regression with a specific before/after version boundary and enough discussion/references to serve as the canonical issue.", + "best_issue_reason": "issue:43122 is the strongest triage anchor overall because it is specific enough to be actionable while still broad enough to represent the tokenizer-regression slice of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: backend/dependency packaging vs Python 3.14 import/load breakage." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete bugs on different models/code paths." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash-attention crash on missing s_aux; unrelated code paths." + }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Different bugs: eval-mode gradient checkpointing vs incorrect outputs under pipeline parallelism." + "reason": "Gradient-checkpointing eval-mode issue and pipeline-parallelism output corruption are distinct problems." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed training optimizer-state corruption is unrelated to missing generation cache during chunked prefill." + "reason": "Distributed optimizer-state mismatch and generation cache missing are different training vs inference bugs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs reference cleanup and a PyTorch version-check bug in flex_attention are unrelated." + "reason": "Documentation cleanup does not match the flex_attention version-check bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape bug vs missing torchvision error when loading a video model; same broad area but not the same concrete defect." + "reason": "Batched video shape bug and missing-torchvision AutoProcessor crash are different video-loading issues." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation failures with different symptoms and likely different root causes." + "reason": "Different model-specific generation failures with different symptoms and likely different causes." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization/tied-weights behavior is unrelated to NaNs in classification heads after checkout/init." + "reason": "Serialization tied-weight inconsistency vs NaNs after checkout/init are not the same bug." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency minimum-version bump is unrelated to an import version-check bug." + "reason": "A dependency-version complaint is not the same as an incorrect import version check." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in Qwen3 threading and dtype mismatch in inference are unrelated problems." + "reason": "VRAM leak in dataloader threads and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patch crashes are different loading-path bugs." + "reason": "Tokenizer mapping None handling vs Mistral regex patch crash are separate tokenizer-loading bugs." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression vs noisy logging; not the same underlying issue." + "reason": "Tokenizer behavior regression and noisy logging message are unrelated." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing Qwen3Next projections and Qwen3.5-MoE from_pretrained failure are distinct model-loading/architecture issues." + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained error are different model/config issues." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to save_pretrained checkpoint corruption." + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are not the same code-path problem." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected init_empty_weights argument and PretrainedConfig type-checking are different compatibility failures." + "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are different v5 breakages." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Vitpose model breakage and tensorflow_text backend mapping error are unrelated." + "reason": "Both are import errors, but they concern different missing symbols and different failure modes." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." + "reason": "Broken VitPose models and unknown tensorflow_text backend mapping are unrelated." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Wrong offset_mapping and runtime special-token post-processor updates are different tokenizer bugs." + "reason": "Wrong offset_mapping and runtime post-processor update behavior are different tokenizer bugs." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type mismatch warning and MobileLLM key error are unrelated loading issues." + "reason": "Model-type warning mismatch and KeyError while loading MobileLLM are separate loading issues." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading bug and a docs parameter-name typo are not the same issue." + "reason": "Strict config loading vs documentation parameter mismatch are not the same bug." }, { - "left": "issue:44483", + "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Generic chat/completions request rejection is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Chat/completions request rejection and Qwen3.5 MoE from_pretrained failure are different problems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model config are different validation failures." + "reason": "GenerationConfig validation failure and unrecognized model config loading error are unrelated." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization output are related only broadly, but not the same concrete defect." + "reason": "Wrong tokenizer decoder type and changed tokenization output are related broadly, but not the same concrete defect." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both touch chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." + "reason": "API request acceptance failure and streaming inference failure on a specific model are not the same bug." }, { "left": "issue:44117", "right": "issue:46328", "accept": false, - "reason": "Tokenizer mapping and sequence feature extraction performance are unrelated." + "reason": "Tokenizer mapping logic and SequenceFeatureExtractor.pad performance behavior are unrelated." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "A specific model load failure and a broad import-error regression report are not the same bug." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Optimizer arguments ignored and optimizer step being called twice under DeepSpeed are different optimizer bugs." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "Vitpose model breakage and missing-TensorFlow backend error are unrelated subsystem failures." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A warning during bfloat16 compilation and incorrect loaded dtypes in BLIP2 are different symptoms and code paths." + "reason": "Specific multimodal model load failure and broad post-update import errors are different scopes and causes." } ] }, @@ -14043,12 +14065,12 @@ "issue:42673", "issue:42831", "issue:43012", - "issue:43064", "issue:43097", "issue:43335", "issue:43408", "issue:43441", "issue:43452", + "issue:43577", "issue:43673", "issue:43874", "issue:43906", @@ -14056,12 +14078,12 @@ "issue:43976", "issue:43986", "issue:44038", + "issue:44075", "issue:44117", "issue:44188", "issue:44220", "issue:44261", "issue:44263", - "issue:44315", "issue:44360", "issue:44368", "issue:44410", @@ -14079,15 +14101,18 @@ "issue:45478", "issue:45542", "issue:45588", - "issue:46050", + "issue:45656", "issue:46172", "issue:46231", "issue:46328" ], "soft_pairs": [ + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:43012|issue:43577", "issue:44410|issue:45478", - "issue:42371|issue:44261", "issue:44188|issue:46328", + "issue:42371|issue:44261", "issue:44913|issue:46328", "issue:42175|issue:42222", "issue:38617|issue:44220", @@ -14095,8 +14120,8 @@ "issue:41628|issue:45071", "issue:43874|issue:44261", "issue:44263|issue:44485", - "issue:45071|issue:45542", "issue:42673|issue:44977", + "issue:45071|issue:45542", "issue:42673|issue:43906", "issue:43012|issue:43408", "issue:44263|issue:46172", @@ -14115,236 +14140,240 @@ "issue:43976|issue:44945", "issue:43986|issue:44484", "issue:45440|issue:46172", - "issue:43097|issue:46050", - "issue:43097|issue:45588", - "issue:43064|issue:44315" + "issue:43097|issue:45588" ], - "prepared_review_unit_hash": "bd4ff925f378d11d5012e96061d43423c98b4638529c0d6bfba7115ed056a63c", + "prepared_review_unit_hash": "525f591f27193f7c29bd0c860a1268afc8d36cc4b78838775c2648b68ea4d04c", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37496, - "estimated_input_tokens": 9374, - "estimated_eval_tokens": 19004 + "soft_pair_count": 34, + "serialized_chars": 37730, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of mostly unrelated Transformers issues; the soft matches are largely superficial keyword overlap rather than true duplicates. No PRs are present. If a single issue must anchor the cluster, issue:43097 is the most representative due to its concrete versioned regression and clearer cross-reference signal.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43097 is the strongest anchor among these: it describes a concrete v5 regression, has inbound references, and is more broadly representative than the model-specific or warning-only reports.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated import errors, model-loading regressions, config/serialization bugs, FlashAttention behavior, precision warnings, and packaging/backend problems. I found no convincing duplicate pairs, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45071 is the best representative only in the loose sense that it is a clear, core-library regression in `PretrainedConfig` type checking; the rest are mostly model- or backend-specific and do not share one underlying fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best overall triage candidate because it has the clearest, user-visible API/regression framing and is easier to map to an upstream fix than the narrower bug reports.", + "best_issue_reason": "issue:45071 is the most broadly applicable and clearest issue in the set, but the overall cluster is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both touch Qwen-family model loading, but one is a missing projections bug and the other is a from_pretrained mismatch; different code-path failures." + "reason": "Different optimizer bugs: one says SGD arguments are ignored, the other says optimizer.step() is called twice under deepspeed." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: vitpose model breakage vs. tensorboard/TensorFlow backend installation error." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a PyTorch compile warning and the other is Blip2 submodules staying float32 on load." + }, + { + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "TF32-setting guidance is unrelated to an MLA layernorm precision/config bug; same general numerics theme, not the same defect." + "reason": "Different Qwen model issues and different symptoms: missing projections in one layer vs. from_pretrained loading error." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "One is torch.compile attention-kernel branching, the other is a padding performance inefficiency; different subsystems and symptoms." + "reason": "Completely different code paths: torch.compile attention-kernel branching vs. audio feature padding performance." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance is unrelated to an MLA layernorm epsilon precision bug." }, { "left": "issue:44913", "right": "issue:46328", "accept": false, - "reason": "GPTNeoX config reload behavior is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + "reason": "GPTNeoX config reload regression is unrelated to SequenceFeatureExtractor.pad performance." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow backend packaging and broken VitPose model loading are unrelated issues." + "reason": "Packaging/backend install issue vs. vitpose model breakage; no shared underlying bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing config symbol is not the same as a speech feature-extraction bug." + "reason": "Different missing-function/import problem vs. a feature-extraction implementation issue." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both mention config/key compatibility, but one is an explicit removed-API regression and the other is unexpected position-id keys; not the same bug." + "reason": "One is about a removed config field, the other about unexpected position-id keys; similar theme but not the same bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking regression are different API failures." + "reason": "Both are import/API regressions, but they affect different objects and failure modes." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "GLM46V image processor method absence is unrelated to MLA q_a_layernorm precision drift." + "reason": "Different multimodal processing bugs: missing image-patch method vs. missing RMS norm epsilon in MLA." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue in a DSA indexer is not the same as the GLM-5 RoPE implementation bug." + "reason": "Different GLM-family issues affecting distinct code paths and model behavior." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig is unrelated to an undefined TF backend caused by installing tensorboard without TensorFlow." + "reason": "VRAM leak in multi-threaded loading is unrelated to flash-attention generation failure." }, { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "VRAM leakage across dataloader threads and Qwen3.5 flash-attention generation failures are different runtime problems." + "reason": "Core config type-checking regression is unrelated to TensorFlow backend detection during install/runtime." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "The latter is only an isolated reproduction of another issue; its title gives no indication it matches the VRAM leak in 42673." + "reason": "The second is a reproduction of another issue, not the same as a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A bfloat16 precision warning during compilation and a model-type mismatch warning are unrelated." + "reason": "Both mention warnings, but one is about float32 precision warnings and the other about a model-type mismatch warning." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split indexing behavior is unrelated to the deepseek-v4 transpose/dtype issue." + "reason": "Different models and failures: torch.split behavior in GLM MoE indexer vs. a DeepSeek-V4 tensor transformation bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer does not match the deepseek-v4 comb transpose bug." + "reason": "No shared underlying bug: missing ReLU in a DSA indexer vs. DeepSeek-V4 dtype/transpose issue." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Shard-size policy questions and Qwen3.5 MoE loading errors are different concerns." + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading errors." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but one is a Ministral model-specific failure and the other is degenerate training under FA3; not the same concrete bug." + "reason": "Both involve FlashAttention, but one is a Ministral-3 inference failure and the other is degenerate training with FA3; not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Weight-shape mismatch during model loading and a Qwen3-VL-Moe bug are separate model-specific issues." + "reason": "Both are model loading issues in the Qwen3-VL family, but the concrete failure modes are different enough to not merge." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and PreTrainedConfig type checking are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior settings are not the same as a FineGrainedFP8 accuracy bug, even though both involve numeric precision." + "reason": "TF32 configuration guidance is unrelated to FineGrainedFP8 accuracy issues." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings API and gguf_file loading failures affect different paths." + "reason": "Config-field removal warning is unrelated to gguf_file breaking tokenizer/model loading." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A missing image_utils import and a documentation parameter-name mismatch are not the same bug." + "reason": "Import failure from image_utils is unrelated to a documentation parameter-name mismatch." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None is different from a specific model-loading failure on transformers>=5.1.0." + "reason": "Tokenizer mapping returning None is a different root cause than loading physical-intelligence/fast failing on transformers>=5.1.0." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Model-type warning and tie_word_embeddings warning are different config warnings with different causes." + "reason": "Both are warnings, but they concern different model/config mismatches and different fixes." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing GLM46VImageProcessorFast method and a torch.split return-value issue are unrelated." + "reason": "Different GLM46V multimodal token counting bug vs. GLM MoE indexer split behavior." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache absence during chunked_prefill is unrelated to a SequenceFeatureExtractor padding optimization." + "reason": "Generation cache missing in chunked_prefill is unrelated to feature-extractor padding overhead." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallelism output errors are separate failures." + "reason": "Python-version compatibility regression is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor crashing without torchvision and max_shard_size defaults are unrelated." + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to save_pretrained sharding-size behavior." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3 divergence from remote implementation is not the same as the deepseek-v4 comb transpose bug." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "A removed config attribute and broken quantized save/load via sinq are different regressions." + "reason": "Native DeepseekV3MoE divergence from remote code is a different model-implementation issue than DeepSeek-V4 dtype/transpose behavior." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config API removal and flash_attention.py crashing on s_aux=None are unrelated code paths." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Distributed optimizer-state corruption under FSDP2+PEFT is unrelated to Liger Kernel not being applied with model_init." + "reason": "Removed config flag warning is unrelated to flash_attention.py crashing on sink-less models." } ] }, @@ -14375,12 +14404,12 @@ "issue:42890", "issue:42907", "issue:43012", + "issue:43064", "issue:43066", "issue:43097", "issue:43208", "issue:43502", "issue:43550", - "issue:43792", "issue:43825", "issue:43873", "issue:43906", @@ -14392,6 +14421,7 @@ "issue:44117", "issue:44162", "issue:44261", + "issue:44315", "issue:44351", "issue:44368", "issue:44410", @@ -14399,7 +14429,6 @@ "issue:44485", "issue:44655", "issue:44704", - "issue:44938", "issue:44964", "issue:45103", "issue:45200", @@ -14412,12 +14441,13 @@ "issue:45712", "issue:45753", "issue:45859", - "issue:46123", + "issue:46050", "issue:46172", - "issue:46178", "issue:46298" ], "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43064|issue:44315", "issue:42673|issue:45200", "issue:38617|issue:42757", "issue:44062|issue:44117", @@ -14429,13 +14459,13 @@ "issue:45341|issue:45859", "issue:38617|issue:44351", "issue:43097|issue:43873", - "issue:44964|issue:45341", "issue:44261|issue:44485", + "issue:44964|issue:45341", "issue:44704|issue:45103", "issue:43986|issue:44117", "issue:42617|issue:45341", - "issue:43986|issue:45372", "issue:43066|issue:43906", + "issue:43986|issue:45372", "issue:43986|issue:45290", "issue:45341|issue:45588", "issue:45341|issue:45561", @@ -14449,236 +14479,240 @@ "issue:42907|issue:44655", "issue:42907|issue:45753", "issue:43097|issue:46298", - "issue:44162|issue:46172", - "issue:43792|issue:46123", - "issue:44938|issue:46178" + "issue:44162|issue:46172" ], - "prepared_review_unit_hash": "c154921052a73134a020fffaf31d856dca4446a4dbad43c2827511f46ee4f71d", + "prepared_review_unit_hash": "e1801ecf54096f6622cba7f31637bf12449f0962a81dcc7caf1e4d08a0e06c9c", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37692, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft-similarity pairs mostly share superficial wording (imports, warnings, Qwen, testing_utils) but do not look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs, import errors, model-specific regressions, and testing utilities, so there is no single representative duplicate target.", + "summary": "This cluster is mostly a false-positive bundle of unrelated Transformers issues. The soft edges share broad vocabulary (imports, loading, saving, warnings), but they do not look like the same underlying bug or fix path.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a clear duplicate anchor for this set; if one representative must be chosen, issue 43873 is the least-bad fit because it is an active, broadly worded user-facing bug with the most discussion and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster does not form a coherent duplicate set around one defect.", + "best_issue_reason": "Issue 43873 is the best global representative: it is open, high-engagement, and describes a broad real-world failure mode rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both mention v5-era breakage, but one is a config/API removal complaint and the other is a quantization save/load corruption report; different code paths and fixes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger application under model_init are unrelated distributed-training bugs." + }, { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "Different bugs in different model families: VRAM leakage in Qwen3ForCausalLM threads vs Gemma 4 text-only token type defaults." + "reason": "VRAM leak across dataloader threads is unrelated to Gemma 4's mm_token_type_ids defaulting problem." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for unrelated missing symbols in different packages and code paths." + "reason": "Both are import errors, but for different symbols/modules and likely different dependency/version mismatches." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "One is an AddedToken argument collision; the other is tokenizer mapping returning None during from_pretrained. Not the same defect." + "reason": "AddedToken special-argument duplication and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer-loading failures." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3, but one is missing attention projections and the other is a config field being dropped; distinct bugs." + "reason": "Missing attention projections in qwen3next is a different bug from a config field being dropped by @strict." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + "reason": "Seed-related test flakiness is unrelated to a noisy logging message." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen3 model issues with different failing components and symptoms; not one underlying bug." + "reason": "Different Qwen model variants and different failures: one is a transformers 5.0 Qwen3-VL-Moe bug, the other missing projections in qwen3next." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch when loading a multimodal model is unrelated to missing projections in qwen3next." + "reason": "Weight shape mismatch on loading a VL model is not the same as missing attention projection modules." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline-mode network access and a missing embed_tokens.weight on load are separate loading problems." + "reason": "local_files_only still triggering network access is unrelated to a missing embed_tokens.weight during UMT5Encoder loading." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "A testing_utils bug is unrelated to a Qwen3 rotary embedding CPU-offload incompatibility." + "reason": "A testing_utils bug and a Qwen3_5Moe rotary-embedding/offload incompatibility are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name failures, but for different missing APIs and different packages." + "reason": "Different missing-import symbols from different places; same symptom class, not the same bug." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed config attribute and a quantization/offloading bug are not the same change or failure mode." + "reason": "One is removal of a config option, the other is offloading not behaving with quantization; not the same code-path failure." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "A model loading regression is unrelated to a utility-file bug." + "reason": "A missing rms_norm_eps causing precision differences is unrelated to the GLM-5 RoPE implementation question." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "These concern different model math/configuration issues: RMS norm epsilon vs RoPE implementation." + "reason": "Multimodal model loading failure and a testing_utils bug do not share a concrete underlying defect." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Cached-file kwargs forwarding and an auto-docstring annotations crash are unrelated code paths." + "reason": "cached_file kwargs propagation and an auto_docstring annotation crash are different utilities with different failure modes." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision during processor loading is unrelated to tokenizer mapping assumptions." + "reason": "Processor loading without torchvision and tokenizer mapping returning None are separate loader paths." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A script execution failure is unrelated to a testing utility bug." + "reason": "3d_parallel execution failure is unrelated to a testing utility bug." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Both are processor-loading import/dependency problems, but they involve different missing dependencies and different models." + "reason": "43906 is only a reproduction of another issue; its title does not show the same concrete tokenizer-decoder bug as 43066." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "The second is only an isolated reproduction of another issue; there is no evidence it matches the tokenizer-decoder bug described by 43066." + "reason": "Missing torchvision during processor loading is unrelated to a mistral_common import error in Gemma 4 processor loading." }, { - "left": "issue:42907", - "right": "issue:44368", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "Saving dequantized models and a tie_word_embeddings warning are unrelated." + "reason": "Processor loading crashes and apply_chat_template crashes are different code paths." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing utility cleanup and a flash-attention AttributeError affect different subsystems." + "reason": "Testing-utils behavior and flash_attention crashing on s_aux=None are unrelated." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A vague testing_utils bug is not enough to equate it with the specific xdist captured_info.txt race." + "reason": "Testing-utils bug and xdist race on captured_info.txt are different issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failures are distinct model/runtime issues." + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are model-specific and unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Processor loading without torchvision is unrelated to a testing utility bug." + "reason": "Processor-loading crash vs testing-utils bug; no shared underlying defect." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "A missing model weight and a question about default shard size are not the same bug." + "reason": "Missing embed_tokens.weight is unrelated to the default max_shard_size value question." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during bfloat16 compilation is unrelated to a Bamba SDPA compile failure." + "reason": "A compile-time precision warning is not the same as a torch.compile SDPA failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "One is an incorrect pipeline error message; the other is inability to save Pipeline objects. Different problems." + "reason": "An incorrect translation-task error message and inability to save Pipeline objects are different pipeline/save_pretrained problems." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are separate warnings with different causes and affected model configs." + "reason": "Both mention warnings, but they come from different mechanisms and different model behaviors." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is a repo hygiene/dummy class issue; right is an unspecified logging message." + "reason": "Leftover dummy classes in dummy_pt_objects.py and a noisy logging message are unrelated repository hygiene issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained failures with different objects and causes." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "A dequantization save bug and an infinite loop on a specific image are unrelated." + "reason": "A save/load quantization bug and an infinite-loop image-generation bug are not the same underlying defect." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config field and a noisy logging message are not the same issue." + "reason": "A v5 config removal issue and a noisy logging message do not share a fix path." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 being broken and a DeepSeek v4 tensor operation bug are unrelated model-specific failures." - }, - { - "left": "issue:43792", - "right": "issue:46123", - "accept": false, - "reason": "Whisper runtime failure and a partial-batch pipeline flag bug do not share a concrete code path." - }, - { - "left": "issue:44938", - "right": "issue:46178", - "accept": false, - "reason": "A Python 3.14 load failure is unrelated to a backend mapping error for tensorflow_text." + "reason": "ESM2 breakage affecting scientific workflows is unrelated to a deepseek-v4 dtype/transpose bug." } ] }, @@ -14716,21 +14750,19 @@ "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", "issue:43611", "issue:43618", "issue:43673", "issue:43761", + "issue:43792", "issue:43824", "issue:43867", - "issue:43881", "issue:43901", "issue:43937", "issue:44038", "issue:44222", "issue:44230", - "issue:44242", "issue:44380", "issue:44483", "issue:44485", @@ -14738,6 +14770,7 @@ "issue:44625", "issue:44655", "issue:44683", + "issue:44938", "issue:45216", "issue:45276", "issue:45290", @@ -14748,10 +14781,13 @@ "issue:46082", "issue:46123", "issue:46172", + "issue:46178", "issue:46209", "issue:46298" ], "soft_pairs": [ + "issue:43792|issue:46123", + "issue:44938|issue:46178", "issue:44483|issue:44514", "issue:44222|issue:45478", "issue:43208|issue:43526", @@ -14765,239 +14801,223 @@ "issue:43673|issue:46123", "issue:44483|issue:45290", "issue:43064|issue:44380", - "issue:43618|issue:43761", "issue:43299|issue:43867", - "issue:36683|issue:43475", + "issue:43618|issue:43761", "issue:43066|issue:46209", + "issue:36683|issue:43475", "issue:45276|issue:46077", "issue:42994|issue:44655", "issue:43901|issue:44655", - "issue:44625|issue:46077", "issue:36010|issue:42757", + "issue:44625|issue:46077", "issue:43611|issue:44655", "issue:43352|issue:43937", "issue:43867|issue:45216", "issue:46077|issue:46082", - "issue:43502|issue:44485", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:36683|issue:44242", - "issue:36683|issue:43881" + "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "ab5105be5c27f0a8a132796d16f03a6eb3e440facd406d21e39d1bcd4ef932d0", + "prepared_review_unit_hash": "db2ea9e9781f1850dc0c9e64577b503d49687930c4fa6b74be0b5036c31b9616", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36510, - "estimated_input_tokens": 9128, - "estimated_eval_tokens": 18512 + "soft_pair_count": 29, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose bag of Transformers regressions and import errors sharing only superficial themes like loading/saving, chat templates, or v5 breakage. None of the soft pairs look like the same underlying bug/change, so I rejected all merges.", - "confidence": 0.49, - "canonical_issue_reason": "issue:45698 is the broadest and most actively discussed item here, centered on a general from_pretrained/save_pretrained loading regression rather than a narrow model-specific or API-specific symptom.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best representative issue because it targets a core serialization/loading path and has the most discussion, making it the strongest anchor for this mixed set.", - "best_pr_reason": null, + "summary": "The soft pairs are all false positives: they mostly connect unrelated bugs across different model families, APIs, or failure modes. No single canonical issue/PR stands out for this set.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue; the items are heterogeneous and span many unrelated subsystems, so choosing one representative would be arbitrary.", + "canonical_pr_reason": "No PRs were provided.", + "best_issue_reason": "No single issue is globally best for dedupe because the candidate issues do not share one underlying defect or change.", + "best_pr_reason": "No PRs were provided.", "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper loading failure vs a mask-generation batching bug; unrelated subsystems and code paths." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load problem vs invalid backend name registration; different failure classes." + }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both involve chat-related workflows, but one is an OpenAI-style /v1/chat/completions request handling issue and the other is a Qwen processor crash on batched apply_chat_template; different code paths and failures." + "reason": "Chat/completions request rejection vs processor chat-template crash on batched padding=False input; not the same bug." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE/FP8 saving or loading, but one is save_pretrained failure and the other is from_pretrained regression; not the same concrete bug." + "reason": "FP8 save_pretrained failure vs Qwen3.5 MoE from_pretrained load error; same family, but different directions and code paths." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Unrelated subsystems and symptoms: xLSTM training bugs vs BeitImageProcessorFast reduce_labels returning the wrong shape." + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; unrelated components." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both touch compilation, but one is a PyTorch warning for bfloat16 compilation and the other is a hard flex_attention failure on torch>=2.9; not the same defect." + "reason": "PyTorch warning during compile of bfloat16 model vs flex_attention compile failure on torch>=2.9; different concrete issues." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Import warning on local path parsing vs a compilation warning; no shared bug or code path." + "reason": "Local-path slash import warning vs bfloat16 compile warning; no shared underlying defect." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages/modules; not a duplicate." + "reason": "Different ImportError symbols from different packages; both are import failures but not the same missing-export bug." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "Breaking CI from removed Sam3LiteText config references is unrelated to a noisy logging message." + "reason": "Broken auto_mappings CI vs noisy logging; unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for a removed utility vs API calls happening despite local_files_only=True; distinct behavior and fix." + "reason": "Missing configuration_utils export vs network requests despite local_files_only; different code paths." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Model loading/module resolution after save_pretrained is unrelated to a deepseek-v4 dtype/transpose bug." + "reason": "Wrong custom module restored after save_pretrained vs a DeepSeek v4 tensor operation issue; unrelated." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both are Qwen3-VL-Moe-related, but one is a generic v5 breakage and the other is FP8 inference support; different underlying issues." + "reason": "Qwen3-VL-Moe loading regression vs FP8 inference support request; one is a bug, the other is feature/support work." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + "reason": "GenerationMixin cache/chunked_prefill issue vs mask generation partial-batch dropping; different features and failures." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both involve chat-template-like flows, but one is request acceptance at /v1/chat/completions and the other is apply_chat_template crashing on assistant tool-call messages; not the same bug." + "reason": "Different chat-template/request bugs with different triggers and stack paths; not one underlying defect." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling being ignored by SDPA/FlashAttention." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate output fields and code paths." + "reason": "Distributed trainer optimizer-state corruption vs GPT2 attention scaling ignored under SDPA/FlashAttention; unrelated training vs attention behavior." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading regression and state_dict-sorting load failure are different loading bugs with different triggers." + "reason": "Qwen3VL MoE loading regression vs sorted-state_dict load error; similar theme of loading, but distinct bugs." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are unrelated attribute errors." + "reason": "Both are CLIP output regressions, but one loses attentions and the other hidden_states; different fields and code paths." }, { "left": "issue:43066", "right": "issue:46209", "accept": false, - "reason": "Wrong tokenizer decoder type and FP8 inference failure on B200 are unrelated issues." + "reason": "Wrong tokenizer decoder type vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config vocab_size vs missing Sam3VisionEncoderOutput attribute; both attribute errors, but on different models and objects." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but one is embedding resizing and the other is attention-mask construction; not the same concrete bug." + "reason": "Gemma4 token embedding resize bug vs Gemma4 bidirectional-attention mask bug; same model family but different concrete behaviors." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure is different from Pipeline.save_pretrained failing; similar surface area, different object and failure mode." + "reason": "Quantized model save failure vs Pipeline save_pretrained failure; both involve saving, but not the same object or bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to pipeline serialization failure." + "reason": "Docs mismatch for TextClassificationPipeline vs Pipeline serialization failure; unrelated." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masking are separate model/config bugs." + "reason": "Missing transformers.generation export vs missing huggingface_hub export; separate import-regression issues." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different transformers/huggingface_hub modules." + "reason": "Qwen3.5 num_labels propagation bug vs Gemma4 attention-mask bug; unrelated model configuration issues." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base_model_prefix loading regression is unrelated to saving Pipeline objects." + "reason": "base_model_prefix loading regression vs inability to save Pipeline objects; different APIs and failures." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support gating for NemotronHForCausalLM is unrelated to GLM-5 GenerationConfig validation." + "reason": "Nemotron FlashAttention support gap vs GLM-5 GenerationConfig validation error; unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict sorting load error and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + "reason": "Load error with sorted state_dict vs Qwen3.5 save_pretrained regression; both checkpoint-related, but not the same bug." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention mask behavior and LlamaConfig head_dim validation are unrelated configuration issues." + "reason": "Gemma4 attention-mask construction vs LlamaConfig head_dim validation; different model families and problems." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Unexpected network requests with local_files_only=True is unrelated to a GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are different model config regressions." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "Missing CLIP attentions and incorrect Qwen3.5 save_pretrained checkpoint content are not the same code-path problem." - }, - { - "left": "issue:36683", - "right": "issue:44242", - "accept": false, - "reason": "Gemma3Config attribute regression and MoE load-balancing loss behavior are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:43881", - "accept": false, - "reason": "Gemma3Config missing vocab_size and glm-4v-9b loading failure are different model-specific issues." + "reason": "Offline/local_files_only networking bug vs GLM-5 RoPE implementation discussion; unrelated." } ] }, @@ -15016,8 +15036,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -15033,17 +15053,18 @@ "issue:43352", "issue:43441", "issue:43502", + "issue:43525", "issue:43575", - "issue:43576", "issue:43618", "issue:43867", + "issue:43881", "issue:43906", "issue:43976", "issue:43992", "issue:44062", "issue:44112", "issue:44117", - "issue:44222", + "issue:44242", "issue:44246", "issue:44355", "issue:44360", @@ -15055,7 +15076,7 @@ "issue:44938", "issue:44964", "issue:44977", - "issue:45125", + "issue:45216", "issue:45310", "issue:45357", "issue:45375", @@ -15070,6 +15091,10 @@ "issue:46285" ], "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:36683|issue:43881", "issue:44380|issue:46132", "issue:43906|issue:45753", "issue:43299|issue:45753", @@ -15089,255 +15114,271 @@ "issue:42890|issue:45561", "issue:43064|issue:44492", "issue:43976|issue:44938", - "issue:43867|issue:45357", "issue:43992|issue:45478", + "issue:43867|issue:45357", "issue:36296|issue:43575", "issue:43064|issue:44655", "issue:28282|issue:33453", "issue:43618|issue:46285", - "issue:43618|issue:44857", "issue:44655|issue:44938", + "issue:43618|issue:44857", "issue:43618|issue:44977", "issue:44360|issue:45440", "issue:43502|issue:44062", "issue:42890|issue:44964", "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:44222|issue:45125", - "issue:43576|issue:46132" + "issue:42890|issue:45600" ], - "prepared_review_unit_hash": "d9ab7916535070f279dbe82ae0f3b55bcbd5f45d5ac3c6692b81ff2345e8582b", + "prepared_review_unit_hash": "c40dd00de0b9e0ad8da316c5e0c06fed86e6e1f7968078b1967fb32e06b5a3b1", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37255, - "estimated_input_tokens": 9314, - "estimated_eval_tokens": 18884 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38453, + "estimated_input_tokens": 9614, + "estimated_eval_tokens": 19484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated Transformers regressions and edge cases. The soft pairs share broad themes like attention backends, loading, or test flakiness, but none look like the same concrete bug/change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44380 is the clearest, well-scoped bug in the set and the closest to a representative regression; the others are mostly model-specific, version-specific, or unrelated subsystems.", + "summary": "This set is mostly a collection of unrelated Transformers issues. There are a few loose thematic overlaps around model/config loading, attention backends, and CI/test infrastructure, but none of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:36683 is the best representative of the recurring config-attribute/model-loading regression theme (missing fields during load), even though it is not a duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44380 is the best single issue to anchor the cluster because it has a concrete code-path regression and is more representative than the more niche or orthogonal reports.", + "best_issue_reason": "issue:36683 is the clearest, most general issue among the set and best serves as a representative anchor for the loading/config-attribute failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are AttributeError-on-load reports, but they hit different config fields, different models, and likely different code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions missing is unrelated to a Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "One is a missing config attribute on Gemma3; the other is a MoE load-balancing loss bug. Different failures." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Both concern loading, but Gemma3 vocab_size and glm-4v-9b load failure are not the same bug." + }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Both mention attention, but one is GPT-2 backend scaling and the other is AttentionInterface.register behavior; different bugs." + "reason": "Attention scaling being ignored and AttentionInterface.register changing behavior are different attention-path issues." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "An isolated repro of an old issue is not the same as a Qwen3.5 infinite-loop bug on a specific image." + "reason": "An isolated reproduction of an older issue is unrelated to a Qwen3_5 infinite-loop-on-image report." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3.5-family vision/multimodal behavior, but one is model loading and the other is generation looping; different failure modes." + "reason": "Both mention Qwen models, but one is a loading failure and the other is a generation loop on a specific image." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash-Attention support for Nemotron is unrelated to a Python version compatibility regression." + "reason": "FlashAttention support on NemotronH and a Python-version compatibility issue are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained failures, but they affect different model families and likely different loading paths." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading problems." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both involve attention backends, but one is a Ministral-3 FlashAttention regression and the other is GPT-2 attention scaling being ignored." + "reason": "Both involve attention backends, but the affected models and defects differ: FlashAttention support vs GPT2 attention scaling." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Nemotron FlashAttention support and Qwen3.5 MoE from_pretrained error are unrelated bugs." + "reason": "Nemotron FlashAttention support and Qwen3.5 MoE from_pretrained failure are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and a Python 3.13 IndentationError in DebertaV2 are different import-time problems." + "reason": "Compiled-Python import errors and a Python 3.13 torch.jit parsing failure are different import-time issues." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "A state_dict sorting load error is unrelated to Gemma pipeline roundtrip failure on the \u2581 token." + "reason": "A state_dict ordering load error is not the same as a Gemma pipeline roundtrip failure on the \u2581 character." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss classification bug." + "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss sequence-classification bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "These are different backend/model regressions: Nemotron FA2 support vs GPT-2 attention scaling." + "reason": "These are both attention-related, but one is unsupported FlashAttention on a specific model and the other is ignored scaling in GPT2." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Model load ordering issues are unrelated to a missing Qwen3_5MoeVisionConfig field." + "reason": "Sorted state_dict loading and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are distinct regressions." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "A missing config attribute on Gemma3 is not the same as TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + "reason": "Missing config vocab_size and TOKENIZER_MAPPING_NAMES returning None are different assumptions in different loading paths." }, { "left": "issue:43618", - "right": "issue:44380", + "right": "issue:46285", "accept": false, - "reason": "Both touch attention, but CLIP attentions not being assigned is a different regression from GPT-2 attention scaling being ignored." + "reason": "Both involve CLIP, but one is missing attentions assignment and the other is a structural inconsistency between CLIP text classes." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-star cleanup causing slower imports is not the same as a general intermittent import slowdown report." + "reason": "Import-time slowdown from removing import * is not the same as intermittent import slowdowns in general." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Embedding-tie API removal and Nemotron FlashAttention support are unrelated issues." + "reason": "A removed tie_embeddings_and_encoder_decoder flag is unrelated to FlashAttention support on NemotronH." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test/CI failures, but one is missing set_seed in a model integration test and the other is a pytest-xdist file race." + "reason": "These are separate CI/test infra failures with different root causes: missing set_seed versus xdist file-race." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "A distributed optimizer-state bug is unrelated to a cache-strategy typo." + "reason": "A trainer/FSDP2/PEFT optimizer-state bug is unrelated to a cache-strategy typo." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "These are both Python-version reports, but they point to different version ranges and likely different causes." + "reason": "Both are version-compatibility problems, but they affect different Python versions and have no evidence of the same root cause." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/UMT5 loading failures with different missing fields and symptoms." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict sorting/load failure is unrelated to incorrect visual-encoder keys in save_pretrained." + "reason": "A load failure from sorted state_dict is not the same as a save_pretrained visual-key regression." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM on Qwen2-57B are different problems." + "reason": "Tensor-parallel training instability and tensor-parallel OOM during model load are not the same bug." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Distributed training optimizer-state corruption is unrelated to saving Pipeline objects." + "reason": "Trainer optimizer-state corruption and inability to save Pipeline objects are unrelated." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated." + "reason": "PyTorch missing for AutoModel import and tokenizer-loading regression are different issues." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both concern CLIP model structure/outputs, but one is attentions assignment and the other is .text_model structural inconsistency." + "reason": "This pair repeats a CLIP-theme but the bugs are distinct: attentions assignment vs class structure inconsistency." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "CLIP attentions regression and LwDetr float16 AMP crash are different model/runtime bugs." + "reason": "Pipeline save_pretrained failure is unrelated to Python 3.14 import/load failure." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Pipeline save_pretrained and Python 3.14 load failure are unrelated." + "reason": "CLIP attentions missing and LwDetrImageLoss AMP/CUDA crash are unrelated." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIP output attentions regression and Qwen3.5 flash-attention generation failure are different model-specific issues." + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 flash-attention generation problems." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer ReLU concern is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network behavior and AddedToken keyword duplication are unrelated loading/tokenizer bugs." + "reason": "local_files_only being ignored and AddedToken keyword duplication are different tokenizer/download bugs." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky SamHQ integration test and Phi-4 multimodal load failure are unrelated." + "reason": "A CI set_seed/test-flake issue is unrelated to Phi-4 multimodal loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Two CI/test failures, but they are different tests with different root causes." + "reason": "These are different CI failures; they share wording about stale device overrides but not the same model/test or root cause." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SamHQ seed flakiness and broken auto_mappings references are unrelated CI issues." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 MoE save_pretrained behavior and missing tensor-parallel plan are different issues." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "A broken transformers env command is unrelated to AttentionInterface.register behavior changes." + "reason": "A test flake in SamHQ and a broken auto_mappings reference to removed configs are unrelated CI issues." } ] }, @@ -15356,8 +15397,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -15407,9 +15448,12 @@ "issue:45478", "issue:45656", "issue:45850", + "issue:46132", "issue:46209" ], "soft_pairs": [ + "issue:44222|issue:45125", + "issue:43576|issue:46132", "issue:42548|issue:44351", "issue:44355|issue:44749", "issue:45125|issue:45478", @@ -15448,232 +15492,262 @@ "issue:36296|issue:43526", "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "f57689b9ce12bd3b3205c1199d3c3a93edc29bc7987aaeaa41a46b9f2320641d", + "prepared_review_unit_hash": "0c9c9b6c2acbc6057a6a16fbd41ef70ca26e966a3bc55f6bae069f8a5a92413d", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 37616, - "estimated_input_tokens": 9404, - "estimated_eval_tokens": 19064 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38783, + "estimated_input_tokens": 9696, + "estimated_eval_tokens": 19648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not a true duplicate cluster; they span many distinct Transformers v5 regressions, import errors, loading failures, docs issues, FP8 problems, and tensor-parallel bugs that only share a broad theme.", - "confidence": 0.92, - "canonical_issue_reason": "No single issue is a clear canonical duplicate target here; the set is too heterogeneous, with only a broad \u201cv5 broke many things\u201d theme in common.", + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and compatibility breakages (imports, model loading, save/load behavior, performance, and docs). No soft pair is clearly the same underlying bug/change under strict triage.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest representative report of the cluster: multiple import errors after upgrading from 4.57.0 to 5.5.0, which matches the general v5 breakage theme better than the narrower single-symbol reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest umbrella title for the cluster, but it is too vague to serve as a precise canonical issue.", + "best_issue_reason": "issue:45278 best captures the cluster\u2019s main user-facing pattern of v5 compatibility regressions; the other issues are mostly specific manifestations or unrelated subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE/FP8/tensor-parallel areas, but one is about saving pretrained weights and the other about missing tensor-parallel plan during loading; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated subsystems: CLI environment command vs attention registration behavior." + }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols (PreTrainedModel vs HybridCache), so they are not the same bug." + "reason": "Both are import errors, but for different exported symbols and likely different fixes; too broad to treat as the same bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "One reports errors with compiled Python files; the other reports a large slowdown after upgrade. Different failures." + "reason": "Compiled-Python-file errors and a data-filtering slowdown are unrelated." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Tensor-parallel `_tp_plan` support and a Qwen3.5 MoE `from_pretrained` load error are related in model family, but not the same concrete code-path bug." + "reason": "Same model family, but one is a tensor-parallelism plan issue and the other is a generic from_pretrained load failure; not enough evidence of one concrete bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory/OOM regression is distinct from failure to reload a v4.57 checkpoint after upgrading to v5.2/v5.3." + "reason": "Int4 memory/OOM regression and checkpoint reload failure are different failure modes." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs and tokenizer-loading regressions are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "One is about missing tensor-parallel plan metadata; the other is about a missing config field silently dropped by strict serialization." + "reason": "Different Qwen3.5 MoE issues: missing tensor-parallel plan vs missing config field silently dropped." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "A `no_grad` decoration bug on cache/layer updates is not the same as a broad set of import errors after version upgrade." + "reason": "Cache no_grad decoration and mass import errors are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A loading hang in Sentence Transformers is unrelated to documentation confusion about `input_ids` and `past_key_values`." + "reason": "Stuck loading vs documentation confusion are not the same underlying issue." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reloading after upgrade are both load failures, but not the same specific defect." + "reason": "Tokenizer-loading regression and checkpoint reload failure may both be load-related, but they are not the same concrete bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "`local_files_only=True` still making API calls is a networking bug, not an FP8 `save_pretrained` bug." + "reason": "Local-files-only API leakage is unrelated to FP8 MoE save_pretrained behavior." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "The cache/layer update bug is a concrete fixable path; the other is only a vague umbrella complaint about many models breaking." + "reason": "A cache update decorator bug is not the same as a broad complaint about many models breaking." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "`@torch.no_grad` on update methods and a warning about `tie_word_embeddings` are different issues." + "reason": "No-grad cache updates and a tie_word_embeddings warning are unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "An FP8 accuracy regression and a missing image-patch helper causing an AttributeError are unrelated." + "reason": "FP8 accuracy issues and a missing image-patch method causing an AttributeError are different problems." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "`local_files_only` network leakage is unrelated to the placeholder/garbled issue title." + "reason": "Local-files-only network leakage and an unrelated placeholder issue are not duplicates." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failure and tensor-parallel training behavior are different subsystems and failures." + "reason": "MLflow failure reporting and tensor-parallel training bugs are different code paths." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors are not the same as `PretrainedConfig` type-checking breakage." + "reason": "Compiled-file execution errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning `pipeline()` is unrelated to the unrelated placeholder issue." + "reason": "Docs referencing removed pipeline APIs and an unrelated placeholder issue do not match." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Running compiled Python files and saving pipeline objects are different code paths and problems." + "reason": "Compiled Python file errors and pipeline save_pretrained problems are distinct." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application under `model_init` and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU discussion." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading failure are different concrete bugs." + "reason": "Both are loading regressions, but for different models and likely different breakpoints." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but for different model families and different failure modes." + "reason": "Qwen3VL MoE model-loading breakage and checkpoint reload incompatibility are not clearly the same bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "A missing `huggingface_hub` symbol import is unrelated to the broken `transformers env` command." + "reason": "Hugging Face Hub import error and transformers env CLI breakage are different issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI/env command breakage and config type-checking are separate issues." + "reason": "CLI command breakage and config type-checking regressions are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "The `env` command issue is not the same as an import error for `Qwen2_5_VLForConditionalGeneration`." + "reason": "Environment command failure and Qwen2.5-VL import error are different code paths." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an import error from `configuration_utils` are not the same bug." + "reason": "Documentation confusion and import failure are not the same bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder issue title is unrelated to the Gemma-4 audio positional encoding bug." + "reason": "Placeholder issue and Gemma4 audio positional encoding bug are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 model save/load corruption and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different requests." + "reason": "FP8 MoE save_pretrained and FP8 inference support are adjacent topics but not the same concrete issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad behavior and Python version compatibility are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "CLI env command failure and Python 3.14 loading failure are different problems." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application under `model_init` is unrelated to FP8 inference failures on B200." + "reason": "Liger Kernel model_init behavior and FP8 inference failure on B200 are different bugs." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) indicate separate export regressions." + "reason": "Both are import errors, but for different APIs/symbols; not enough to merge as one bug." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs mentioning `return_all_scores` are unrelated." + "reason": "Tensor-parallel training bug and pipeline docs behavior mismatch are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast `reduce_labels` behavior are different problems." + "reason": "Training parallelism bug and BeitImageProcessorFast reduce_labels bug are different code paths." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files from `processor.save_pretrained(...)` is concrete; the other item is too vague to match any specific bug." + "reason": "Missing processor save_pretrained files and an unspecified bug report are not the same issue." } ] }, @@ -15692,8 +15766,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -15750,8 +15824,8 @@ "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44273|issue:45003", - "issue:44393|issue:45071", "issue:44230|issue:46095", + "issue:44393|issue:45071", "issue:44373|issue:44961", "issue:44393|issue:45753", "issue:43576|issue:44556", @@ -15767,8 +15841,8 @@ "issue:44704|issue:44908", "issue:43352|issue:44393", "issue:44297|issue:45230", - "issue:43976|issue:44393", "issue:44295|issue:45230", + "issue:43976|issue:44393", "issue:43576|issue:44908", "issue:44908|issue:45071", "issue:41669|issue:44351", @@ -15787,20 +15861,20 @@ "issue:43576|issue:44273", "issue:42371|issue:44492" ], - "prepared_review_unit_hash": "b5d2487ef8d3ef667e3d173615602281197d5a0c6cc15d6e39b0b70e39895c6f", + "prepared_review_unit_hash": "71c94ed91ce380917163079dcc8c0139cbeae4b3b4f4a1c72288725b6653455f", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38789, + "serialized_chars": 38792, "estimated_input_tokens": 9698, "estimated_eval_tokens": 19652 }, @@ -15809,210 +15883,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regressions, model-specific failures, and a few docs/config issues. The strongest representative issue is the broad v5 breakage report, but the soft pairs mostly describe different concrete bugs and should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared theme of v5 regressions breaking many models, so it best represents the cluster at a high level.", + "summary": "Mostly a mixed bag of unrelated model-specific regressions, import/lazy-loading issues, and a few docs/config bugs. There is no strong single duplicate cluster; at best, a broad v5-regression umbrella issue stands out.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in this set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the closest thing to a cluster anchor, though it is still very vague.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most actionable representative because it describes a concrete upgrade symptom (many import errors after moving to v5.5.0) while still matching the cluster\u2019s overall regression theme.", + "best_issue_reason": "issue:45850 is the most general and representative issue among the listed reports, but it is not a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Both are import/runtime problems, but one is lazy-loading behavior and the other is a TensorBoard/TensorFlow backend error; different code paths." + "reason": "One is lazy loading/import behavior; the other is a TensorFlow/tensorboard backend error. Different bugs." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Same broad Qwen3/MoE area, but one is a Qwen3-VL bug and the other is missing tensor-parallel metadata; not the same fix." + "reason": "Both mention Qwen3, but one is a general bug report and the other is a missing tensor-parallel plan. Not the same concrete issue." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Import-related, but one is lazy loading and the other is unsafe sys.modules access; distinct underlying issues." + "reason": "Lazy loading/import slowness is unrelated to unsafe sys.modules access." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Different symptoms and subsystems: Qwen3-VL multimodal output issue vs a PretrainedConfig type-checking regression." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "A feature/support request for fp8 inference is not the same as asking for a weight conversion script." + "reason": "A Qwen3-VL bbox output bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Unrelated: docstring typo for position_ids versus an unrelated placeholder issue." + "reason": "Wrong docstring for position_ids is unrelated to a nonspecific 'racoon' report." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but one is bounding-box hallucination/error and the other is an infinite loop on a specific image; not the same bug." + "reason": "Both are Qwen3-family vision issues, but they describe different failures and likely different code paths." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one breaks the transformers env command and the other breaks checkpoint reload after upgrade." + "reason": "CLI env command breakage is not the same bug as checkpoint reload compatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific Llama4Config attribute bug is too different from the broad 'many models break' complaint." + "reason": "Missing pad_token_id in one config is a specific model config bug, not the broad v5 breakage umbrella." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-performance regression from import * usage is not the same as a missing GenerationMixin cache during chunked prefill." + "reason": "Import-star/lazy-loading performance concerns are different from GenerationMixin cache missing in chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 upgrade incompatibilities, but they affect different model/loading paths and are not one concrete bug." + "reason": "Both concern v5 migration, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Specific StableLmConfig attribute regression versus a broad v5 breakage report; too different to merge." + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the broad 'many models break' report." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is a model-specific failure, not the same underlying issue as the generic v5 complaint." + "reason": "Qwen3.5 chat crash is a model-specific failure, not the same as the generic v5 breakage complaint." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Both touch imports, but one is import-star performance and the other is a missing exported model symbol; different fixes." + "reason": "Import performance from removing import * is unrelated to a missing Qwen3_5ForCausalLM import." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Importing transformers slowly and lazy loading not working properly are related at a high level but not the same concrete bug." + "reason": "Both touch import/lazy-loading, but one is intermittent import slowness and the other is lazy-loading not working properly; not clearly the same bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different areas: model-type mismatch warning versus Liger Kernel not being applied with model_init." + "reason": "Sam3 tracker config mismatch and Liger Kernel/model_init behavior are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Both mention kwargs passing, but they are different APIs and code paths." + "reason": "AutoProcessor cached_file kwargs passing is unrelated to scheduler keyword handling." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error for Nemotron is unrelated to Qwen3-VL bounding-box behavior." + "reason": "Flash Attention 2 support error for NemotronH is unrelated to Qwen3-VL bbox output issues." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is a specific serialization bug; the other issue is too vague to match it." + "reason": "Tokenizer save_pretrained mismatch is too specific to match a generic bug report." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Python version compatibility regression is unrelated to the Qwen3-VL multimodal bug." + "reason": "position_ids buffer access error is too specific to match a generic bug report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "position_ids buffer access error is a distinct model state/buffer bug, not the generic placeholder issue." + "reason": "Python version compatibility breakage is unrelated to a Qwen3-VL hallucination/error report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Broken env command and inverse_sqrt scheduler kwargs are different subsystems and different failures." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs propagation and PretrainedConfig type checking are unrelated bugs." + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star slowdown and missing HybridCache export are both import-related but not the same underlying problem." + "reason": "Import-star/lazy-loading performance is not the same as HybridCache failing to import." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Performance-heavy import behavior is unrelated to a small testing_utils bug." + "reason": "Import performance issue is unrelated to a testing_utils bug." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is about import errors after upgrade and the other is a generic 'many models break' report; not one concrete bug." + "reason": "Both are broad v5 complaints, but one is about import errors after upgrade and the other is a generic 'too many models break' report; not the same concrete bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to a typo in cache strategy docs or code." + "reason": "Chunked prefill cache behavior is unrelated to a typo in cache strategy text." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both involve RoFormer, but one is kwargs passthrough and the other is attention-interface usage; different fixes." + "reason": "Missing kwargs passthrough and attention-interface usage are related to RoFormer, but they are different implementation defects." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A specific multimodal token-counting AttributeError is not the same as a broad v5 breakage report." + "reason": "Missing image patch count on GLM46V is a specific multimodal processor bug, not the broad v5 regression umbrella." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different models and symptoms: Qwen3-VL output bug versus Qwen3.5-Moe from_pretrained failure." + "reason": "Different Qwen3-family failures: one is bbox output behavior, the other is a from_pretrained error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init policy and tied-weight key AttributeError are unrelated." + "reason": "Optional post_init validation and tied-weight-key handling are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python 3.9 compatibility and a missing Qwen3_5ForCausalLM import are unrelated failures." + "reason": "Python version support and missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:43827", @@ -16024,25 +16098,31 @@ "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Doc confusion around input_ids/past_key_values does not match a tokenizer-loading regression." + "reason": "Doc confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-star slowdown and a cache-strategy typo are unrelated." + "reason": "Import-star performance and cache-strategy typo are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different training-path issues." + "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are both import-related but not the same code-path problem." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo have no meaningful overlap." + "reason": "TF32 behavior API guidance and a cache-strategy typo are unrelated." } ] }, @@ -16061,8 +16141,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -16161,52 +16241,52 @@ "issue:42936|issue:46018", "issue:43668|issue:44031" ], - "prepared_review_unit_hash": "b9618afd4e36275691461d9b89f35ac4e9cd9c223ae110fac97b77c5a37af8f6", + "prepared_review_unit_hash": "7d8add12fef4634652f608ca4044d304947782314038431e6b04bdc1384b4ff5", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 44, - "serialized_chars": 39952, - "estimated_input_tokens": 9988, - "estimated_eval_tokens": 20232 + "serialized_chars": 39956, + "estimated_input_tokens": 9989, + "estimated_eval_tokens": 20234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly loose semantic similarity around Transformers v5, model-loading, and tokenizer/config regressions rather than true duplicates. I would not merge any soft pair; the safest representative issue is the broad v5-breakage umbrella report.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set; it captures the general v5 regression theme that many of the other reports orbit, even though it is still too vague to be a perfect duplicate target.", + "summary": "The cluster is mostly false-positive similarity: the issues span unrelated loading, tokenizer, model-architecture, scheduler, docs, and CI problems. No soft edge looks like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43502 is the most concrete, self-contained regression in the set: it clearly describes a single bug (`local_files_only=True` still triggering network access) with a straightforward code-path to fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best cluster representative because it is the most general user-facing report of widespread v5 breakage, which is the closest common thread across the candidates.", + "best_issue_reason": "issue:43502 is the strongest standalone issue to represent this cluster because it is specific, reproducible, and actionable, unlike the broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Save-pretrained pipeline serialization and tied-weight-key attribute handling are different code paths and failures." + "reason": "Both are save/load-related, but one is about saving pipeline objects and the other is a tied-weights helper crash; different bugs and fixes." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer missing ReLU is unrelated to Gemma-4 audio positional encoding." + "reason": "Different model components and failures: DSA indexer ReLU behavior vs Gemma4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same issue." + "reason": "A generic bug placeholder does not match the specific Qwen3.5 MoE `from_pretrained` regression." }, { "left": "issue:44273", @@ -16218,229 +16298,229 @@ "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and Qwen3_5 import failure are different failures with no shared code path." + "reason": "Broken `transformers env` CLI vs module import failure for Qwen3_5; unrelated problems." }, { "left": "issue:43827", "right": "issue:44492", "accept": false, - "reason": "Pipeline-docs-after-v5-removals and a cache-strategy typo are not the same underlying bug." + "reason": "Docs still mentioning `pipeline()` and a typo in cache strategies are different issue types and code paths." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a tensor transpose issue are different model implementation problems." + "reason": "Both mention DeepSeek-V4, but one is about shared expert gating and the other about a tensor transpose/conversion bug." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model-specific bugs." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwarg handling are unrelated." + "reason": "Timestamp math in a processor vs scheduler keyword handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf and a VRAM leak in multi-threaded loading are not the same bug." + "reason": "Import-star cleanup and a VRAM leak in Qwen3ForCausalLM are not the same bug." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion around forward args does not match a concrete model-loading regression." + "reason": "Documentation confusion about parameters vs a tokenizer/model loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and confusing forward documentation are different issues." + "reason": "Slow checkpoint loading and confusing forward docs are different issues." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are unrelated model implementations." + "reason": "Different architectures and code paths: GLM-5 RoPE vs Gemma4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in dataloader threads is unrelated to a RoPE implementation bug." + "reason": "A VRAM leak and a RoPE implementation issue are unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio model continuous batching support and DeepSeek-V4 weight conversion are different requests." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are not the same underlying problem." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage is too general to equate with a specific Qwen3_5 import error." + "reason": "A broad complaint about v5 breaking many models is not the same as a specific import failure for Qwen3_5." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Accidental network requests with local_files_only and Qwen3VL timestamp math are different failure modes." + "reason": "Ignoring `local_files_only` and a timestamp calculation bug are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a VRAM leak are unrelated." + "reason": "TF32 settings guidance vs a multi-thread VRAM leak are different issues." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation in a processor is not the same as missing files from processor.save_pretrained()." + "reason": "Processor timestamp logic and missing files from `save_pretrained` do not describe the same bug." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp logic and dataloader-thread VRAM leak are distinct bugs." + "reason": "Timestamp computation and VRAM leakage are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device mismatch and Gemma4 audio positional encoding are different failures." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value handling and audio positional encoding are different issues." + "reason": "A `torch.split` return-value issue in GLM-MoE is unrelated to Gemma4 audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing config.rms_norm_eps and Gemma-4 audio positional encoding are not the same code path." + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different model bug." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 import failure are both import-related but not the same symbol or fix." + "reason": "Both are import errors, but for different symbols and modules." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support gating and a module import error are different problems." + "reason": "FlashAttention support for NemotronH and Qwen3_5 import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 changes, but one is broad behavior drift while the other is a specific decoder-type bug." + "reason": "Both involve tokenizer v5 behavior, but one is a broad version-difference report and the other is a specific decoder-type bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to the placeholder issue titled Unemployment." + "reason": "Scheduler kwargs and an off-topic placeholder issue are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights helper crash and apply_chat_template tool-call crash are different code paths." + "reason": "Tied-weights key handling and chat template crashes with tool calls are different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config does not match tied-weights-key list handling." + "reason": "Missing `pad_token_id` in config and tied-weights key crashes are unrelated." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and the unrelated placeholder issue are not duplicates." + "reason": "A VRAM leak and a placeholder issue have nothing in common." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Wrong tokenizer decoder type and the unrelated placeholder issue are not related." + "reason": "Tokenizer decoder type bug vs off-topic placeholder issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and a missing import symbol are different failures." + "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different problems." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models and processor.save_pretrained missing files are unrelated." + "reason": "FP8 inference support and missing files in `processor.save_pretrained` are unrelated." }, { "left": "issue:44998", "right": "issue:46218", "accept": false, - "reason": "The placeholder issue has no meaningful relation to a Qwen3_5 import failure." + "reason": "Off-topic placeholder vs specific Qwen3_5 import error." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs and slow from_pretrained checkpoint loading are unrelated." + "reason": "MLflow status reporting after failed training and checkpoint loading slowness are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training bugs are different problems." + "reason": "Checkpoint load performance and tensor-parallel training bugs are not the same issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained regression are not the same bug." + "reason": "FP8 support request and a Qwen3.5 MoE `from_pretrained` error are different fixes." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer-loading regression are only broadly similar, not the same issue." + "reason": "Checkpoint loading slowness and tokenizer loading regression are different bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are separate feature requests." + "reason": "Audio continuous batching support and FP8 inference support are separate feature requests/problems." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated implementation concerns." + "reason": "Mamba init_weights handling and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint mismatch in ModernBERTConfig is unrelated to tokenizer regex warnings." + "reason": "Incorrect type hint in a config and tokenizer regex warnings are unrelated." } ] }, @@ -16459,8 +16539,8 @@ "review_unit_count": 52, "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-10000-443", "nodes": [ @@ -16483,88 +16563,88 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "dccbe49a0db64d8f40d9dda8ee189ba180a9d14519a66878d431e8821e532f2c", + "prepared_review_unit_hash": "95fcb8df904bab3a102696e6c75df8a576acdfcc2321a306e518dd3c93c8fd48", "component_budget": { "node_count": 443, "item_count": 443, "soft_pair_count": 1630, - "serialized_chars": 845096, - "estimated_input_tokens": 211274, - "estimated_eval_tokens": 422804 + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 6639, - "estimated_input_tokens": 1660, - "estimated_eval_tokens": 3576 + "serialized_chars": 6642, + "estimated_input_tokens": 1661, + "estimated_eval_tokens": 3578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are not duplicates; the cluster is heterogeneous across unrelated model bugs, config/type issues, a typo, and tokenizer warnings. No soft pair looks like the same underlying change or bug.", + "summary": "These issues are not duplicates. They span unrelated areas (model normalization, Mask2Former loss handling, config typing, tokenizer warnings, a typo, and RoFormer attention wiring) with no shared code path or explicit linkage.", "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents this cluster because the topics are unrelated. If forced to pick the broadest functional bug, 43240 is the closest, but it is not a true canonical duplicate target.", + "canonical_issue_reason": "If a single representative is needed, issue 43240 is the best fit because it describes a concrete runtime bug with broader applicability and the most discussion/references, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "43240 is the strongest standalone issue for triage because it describes an actionable runtime bug in a core loss path, unlike the narrower config/typo/reporting items.", + "best_issue_reason": "Issue 43240 is the strongest cluster representative: it is a direct functional bug, broadly phrased, and has more inbound references/discussion than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different bugs: Mask2Former ignore_value handling vs kwargs not forwarded to loss calculation. No shared codepath or concrete duplicate behavior." + "reason": "Different bugs: Mask2Former ignore_value handling vs. kwargs not forwarded to a loss function. No shared code path or concrete duplicate evidence." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding is unrelated to RoFormer attention-interface usage." + "reason": "Loss-function kwargs propagation and RoFormer attention interface wiring are unrelated subsystems and failure modes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with different failure modes." + "reason": "Model loss parameter usage and tokenizer regex warnings are unrelated; only a superficial \u201cincorrect behavior\u201d similarity." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model components and symptoms; one is a loss/ignore_value bug, the other is an attention API integration issue." + "reason": "Mask2Former ignore_value bug and RoFormer attention implementation problem affect different models and code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss handling and a typo in quantization_operation are unrelated." + "reason": "A loss-parameter bug and a typo in a quantization attribute are clearly different kinds of issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "A kwargs-passing bug in loss calculation is not the same as an incorrect type hint in ModernBERTConfig." + "reason": "One is about forwarding kwargs to a loss function; the other is an incorrect type hint on a config field. Not the same bug." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "These are separate metadata/code-quality issues: type hint correctness vs a typo in a symbol name." + "reason": "Config type-hint correction and an attribute-name typo are distinct, with no evidence they target the same change." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm behavior is a model-implementation question, not the ModernBERT norm_eps type hint issue." + "reason": "Both mention normalization-related settings, but one questions a model layer choice (RMS norm) while the other is a config annotation issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different concerns: a runtime ignore_value bug versus a type annotation mistake." + "reason": "Mask2Former ignore_value handling and ModernBERTConfig norm_eps typing are unrelated and would not merge into one fix." } ] }, @@ -16583,8 +16663,8 @@ "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-10519-3", "nodes": [ @@ -16597,52 +16677,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "11ba899bfd1988c607b44b0b9a82166bdc6163b147fea35b54917beccef74186", + "prepared_review_unit_hash": "fd6d9f0a6481ae2be27ffcf89af49e6e5b36820ac694135e43f3c639244274bd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster does not look like a duplicate set: the three issues cover unrelated topics (token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets). None of the soft pairs should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #10519 is the clearest, most concrete feature request in the cluster and is the best anchor only in the sense of being the most well-scoped item; it is not actually a duplicate of the others.", + "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like training functionality, and Wav2Vec2 word time offsets. I do not see a duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the strongest standalone issue: it has a specific, actionable request about truncation direction and clear parameter context. The other issues are unrelated and less suitable as a cluster representative.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different problem domains: truncation strategy for token inputs versus extracting word time offsets from Wav2Vec2. No shared code-path or concrete bug overlap." + "reason": "Different problem domains: truncation strategy for tokenizer inputs vs. extracting start/end timestamps from Wav2Vec2 outputs." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: text truncation direction versus ReduceLROnPlateau-like scheduler behavior. They do not describe the same underlying change." + "reason": "One is about text truncation options; the other asks for scheduler behavior similar to ReduceLROnPlateau. No shared underlying bug/change." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "One is about learning-rate scheduling logic, the other about speech model alignment/time offsets. These are clearly distinct issues." + "reason": "Training scheduler feature request vs. speech model alignment/time-offset extraction. Broad library area overlap only, not the same concrete issue." } ] }, @@ -16661,8 +16741,8 @@ "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-13244-3", "nodes": [ @@ -16674,12 +16754,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "034f022a674ebc0e0d160ef3eb5703ff90a6bfc2163dcbcafdadfaed3c4954e5", + "prepared_review_unit_hash": "6e165b957aec4a3af5ebc315d402db66ea177be954915e82f565c5e08bc8d607", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16687,7 +16767,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16696,24 +16776,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like true duplicates. One is about Tapas tokenization behavior, one about the error message for private-model downloads without login, and one about failure to load bert-base-uncased. The latter is the broadest and most central, but the overlap is only superficial.", - "confidence": 0.72, - "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster because it describes a general model-loading failure, whereas the other two are about a specific tokenization mismatch and a specific auth/error-message case.", + "summary": "These issues do not look like true duplicates. #13244 is about tokenizer behavior, while #15980 and #16618 are both model-loading related but point to different failure modes and likely different fixes.", + "confidence": 0.86, + "canonical_issue_reason": "#16618 is the broadest and most central model-loading report in this set, so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best single issue to keep as the cluster anchor since it is the most general user-facing loading problem; the others are narrower and clearly refer to different failure modes.", + "best_issue_reason": "#16618 has the highest discussion activity and the most general title, so it is the strongest representative issue among the three.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different bug from a model-loading failure; they do not appear to share the same underlying code path." + "reason": "Tokenizer mismatch vs model loading failure are different code paths and different user-facing bugs." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download auth/error-message behavior is a distinct scenario from failing to load bert-base-uncased, so these are not the same bug." + "reason": "Both mention loading/downloading models, but #15980 is specifically about an unauthenticated private-model download error message, while #16618 is a generic load failure for bert-base-uncased; not the same concrete bug." } ] }, @@ -16732,8 +16812,8 @@ "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-26350-2", "nodes": [ @@ -16743,12 +16823,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "df54e4b1b59438a43e1aa75fea0e57ad0a4f77e70e4e54832bde72459e0a93dc", + "prepared_review_unit_hash": "7ef61e2be28e40c4736348255de565fc6202583c553618355eeab508ff534a93", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16756,7 +16836,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16765,18 +16845,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only a broad theme and are not duplicates.", - "confidence": 0.97, + "summary": "These are two separate feature-tracking community contribution issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a broad theme but not the same underlying change or code path.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue #33260 is slightly more central because it is newer and has more inbound references, but it is not a duplicate of #26350.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue #26350: Community contribution: Adding Flash Attention 2 support for more architectures", - "right": "issue #33260: Community contribution: Adding GGUF support for more architectures", + "left": "issue:26350", + "right": "issue:33260", "accept": false, - "reason": "Different underlying feature requests targeting different code paths and integrations; the shared phrase 'more architectures' is too broad to treat as the same bug/change." + "reason": "Both are architecture-support requests, but they target different features (Flash Attention 2 vs GGUF) and different implementation paths, so they are not the same underlying issue." } ] }, @@ -16795,8 +16875,8 @@ "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-27088-8", "nodes": [ @@ -16835,187 +16915,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "3e864c8cfdce97503f5162a1101a1ffdd593f94203bfe54d644813bcc595ab45", + "prepared_review_unit_hash": "545f46059ad79af8313ad47d09c3f434a3fab3df609cf73c4f4f0ae48f1b7838", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13522, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13522, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly separate i18n translation requests, but it contains two clear duplicate subgroups: three identical generic template issues and one exact Thai-title duplicate pair. I would not merge the language-specific issues with those subgroups.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43834 is the earliest of the identical generic-template translation issues and is the cleanest representative of the only larger duplicate subgroup.", + "summary": "The only clearly supported duplicate is the Thai pair 46222/46226, which has identical text and title. The other issues are not shown to be duplicates; the three placeholder-template translation issues (43834/44365/44370) are highly similar, but the packet does not confirm they are the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46222 is the best canonical because it is an exact duplicate of issue:46226 and has slightly more activity/inbound references, making it the better anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest global issue representative because it is earliest, canonical-looking, and part of the most clearly duplicated set.", + "best_issue_reason": "issue:46222 is the strongest issue representative for the duplicate pair and should be kept as the canonical record.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; only similar by template wording, not the same underlying issue." + "reason": "Same general docs-translation template, but there is no evidence these are the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs. generic placeholder translation request; not the same concrete issue." + "reason": "Same general docs-translation template, but no confirmation of a shared underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request and generic template issue are different translation tasks." + "reason": "High similarity appears to come from the shared template, not a confirmed duplicate request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages; these are separate translation requests, not duplicates." + "reason": "The titles show different language requests, so these are separate issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct issues." + "reason": "The titles show different language requests, so these are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request does not match the generic placeholder issue; different underlying task." + "reason": "Similar docs-translation template text is not enough to prove a duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language-specific request vs. generic placeholder issue." + "reason": "Similar docs-translation template text is not enough to prove a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate issues." + "reason": "The titles show different language requests, so these are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request and generic placeholder request are not the same issue." + "reason": "Similar docs-translation template text is not enough to prove a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issues." + "reason": "Similar docs-translation template text is not enough to prove a duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different translation request; similarity is only at the template level." + "reason": "Similar docs-translation template text is not enough to prove a duplicate." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request and generic placeholder issue are not the same underlying change." + "reason": "Similar docs-translation template text is not enough to prove a duplicate." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and different issue content; not enough to treat as the same request." + "reason": "The titles show different language requests, so these are separate issues." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian docs translation and Thai-titled issue are unrelated." + "reason": "The titles show different language requests, so these are separate issues." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same exact generic placeholder title and near-identical issue shape; looks like a duplicate submission of the same translation template." + "accept": false, + "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Identical title and highly similar body/template indicate the same underlying issue." + "accept": false, + "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue vs. Thai-titled issue; not clearly the same underlying request." + "reason": "Similar template wording does not establish the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles and no concrete evidence they refer to the same issue." + "reason": "Similar template wording does not establish the same underlying request." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Exact same generic template title; these are duplicate issue submissions." + "accept": false, + "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "No clear evidence the generic template issue and Thai-titled issue are the same." + "reason": "Similar template wording does not establish the same underlying request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different issue content; only superficial similarity." + "reason": "Similar template wording does not establish the same underlying request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue and Thai-titled issue are not the same underlying bug/change." + "reason": "Similar template wording does not establish the same underlying request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different titles and no shared concrete target." + "reason": "Similar template wording does not establish the same underlying request." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and matching body size strongly indicate duplicate issues." + "reason": "Exact duplicate: identical Thai title and body with no sign of a different request." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the three generic placeholder issues share the exact same title, and the Thai-titled pair also has identical titles and body length. The non-duplicate verdicts between language-specific issues and these subgroups are conservative given the limited evidence. No obvious overstatement." + "accept": false, + "feedback": "The 46222/46226 duplicate call is well grounded, but the cluster-level summary overreaches. The packet only visibly supports distinct languages for 27088, 28936, and 38435; for 43834/44365/44370 the evidence shown is just an identical placeholder template with high similarity, not confirmed different language requests. That part of the reasoning is not conservative enough. Please narrow the summary to the clearly supported duplicate pair and avoid asserting unshown language distinctions for the template issues." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17077,8 +17157,8 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43837|issue:43909", "issue:43837|issue:45322", + "issue:43837|issue:43909", "issue:43909|issue:44205", "issue:43671|issue:43909", "issue:44121|issue:45322", @@ -17088,12 +17168,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "382c16632106b1e1557d7216f206547eca36dee4c4a4d5a8fe24f6ad00855436", + "prepared_review_unit_hash": "6788eccee9752efeba5b71728b9f40b23804c8b14838929aee5515a6b9eaa982", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, + "serialized_chars": 21658, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17101,7 +17181,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, + "serialized_chars": 21658, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17110,228 +17190,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose set of model-request issues across many unrelated architectures and modalities (BERT variants, CV models, audio/speech, OCR, transformers). They are semantically similar at a high level but not the same underlying change, so there is no true duplicate anchor and no PRs to compare.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a true duplicate target; the items are mostly distinct model-addition requests rather than the same bug or change.", + "summary": "This cluster is a set of loosely related model-request issues (mostly \u201cadd model\u201d / \u201csupport model\u201d requests) rather than true duplicates. The similarities are thematic, not the same underlying change or bug, so all soft edges should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must anchor the cluster, issue #42738 is the broadest and most generic request (\u201cBERT-like models with RoPE\u201d), but it is still not a duplicate of the other model-specific requests.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the most central node in the similarity graph, but only as a representative of the audio/speech request subset\u2014not as a real canonical duplicate for the whole cluster.", + "best_issue_reason": "#42738 is the best issue candidate only as a broad representative of the shared request pattern; it is the least specific and most central-looking title in this set, though the issues remain distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config vs DEIMv2." + "reason": "Both are model-addition requests, but for different models (EuroBert vs DEIMv2) and different underlying changes." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are unrelated model additions." + "reason": "EuroBert and Qwen3-TTS are unrelated model requests; same broad category, not the same change." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different architectures/modalities." + "reason": "Different models (EuroBert vs RF-DETR) with no indication of a shared implementation path." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate CV model requests." + "reason": "RF-DETR and DEIMv2 are distinct model requests, not duplicate reports of the same model support." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio: different tasks and code paths." + "reason": "RF-DETR and LFM2.5 Audio are different models and different code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Detection model vs weight-sparse transformer request; not the same change." + "reason": "RF-DETR and a weight-sparse transformer request are unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + "reason": "RF-DETR and Qwen3-ASR are different model additions with different implementations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS: distinct model families and modalities." + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model requests." + "reason": "NeoBERT and Qwen3-ASR are not the same model or code change." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer; unrelated models." + "reason": "NeoBERT and the OpenAI weight-sparse transformer request are different architectures and implementations." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are not the same underlying change." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different architectures and request types." + "reason": "RF-DETR and NeoBERT are different requested additions with no shared concrete bug/change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are both BERT-like but separate model additions." + "reason": "NeoBERT and ModernVBERT are different model families, not duplicate requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR: different targets." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-specific requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." + "reason": "MiniCPM3 and the weight-sparse transformer request are distinct model/architecture additions." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + "reason": "MiniCPM3 and ModernVBERT are different model support requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS: different model families and tasks." + "reason": "MiniCPM3 and Voxtral TTS support are unrelated model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are different models and different implementation targets." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model support requests." + "reason": "ModernVBERT and Qwen3-ASR are different models, not the same underlying request." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same code-path change." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Both are BERT-related, but they request different model families and features." + "reason": "ModernVBERT and BERT-like models with RoPE are related only thematically; they do not ask for the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS are unrelated." + "reason": "A BERT-like RoPE architecture request is not the same as Voxtral TTS support." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different tasks and implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and different support changes." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough for duplication." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "TTS support vs weight-sparse transformer: unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Two TTS models, but different concrete models and likely separate integration work." + "reason": "Qwen3-TTS support and weight-sparse transformer support are different code paths." }, { - "left": "issue:43671", - "right": "issue:45177", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete implementation." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model additions." + "reason": "Qwen3-ASR and LFM2.5 Audio are different models, not the same issue." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and EUPE target different model classes." + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model requests." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Audio model request vs SAM3-LiteText; not the same change." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions, not duplicates." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer are different implementations." + "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS: same broad speech area, but different models and code paths." + "reason": "Qwen3-ASR and Voxtral TTS are different model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different domains." + "reason": "Qwen3-ASR and DeepSeek-OCR2 support are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "Both are vision-language related, but EUPE and TIPSv2 are distinct model proposals, not the same underlying change." + "reason": "EUPE and TIPSv2 are different research models, not the same underlying feature." } ] }, @@ -17350,8 +17430,8 @@ "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-41084-2", "nodes": [ @@ -17361,7 +17441,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "9a4d98ec567b2bd946dc344a65723a5567aaf848c6fd3cc1b24db87f79179dce", + "prepared_review_unit_hash": "df35d02b224e4123b66d1de666a6c08df69d4127c31470d6610b9d2470ae53ea", "component_budget": { "node_count": 2, "item_count": 2, @@ -17383,18 +17463,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is about enabling block decoding, while the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or change.", - "confidence": 0.98, + "summary": "The two issues are not duplicates. #41084 is a vague request about block decoding, while #43037 asks for DeepSeek v3.2 support; they describe different changes with no shared targets or code path.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative because they target different features/problems with no overlap in scope.", + "best_issue_reason": "#43037 is the more specific, actionable issue, but it is not a duplicate of #41084; the pair should not be collapsed into one canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests: block decoding vs model support for DeepSeek v3.2. No shared code-path or concrete duplicate behavior is indicated." + "reason": "Reject: these are different requests. One is about block decoding behavior, the other is model/version support for DeepSeek v3.2. They share only weak textual similarity and have no explicit shared target or evidence of the same underlying bug/change." } ] }, @@ -17413,8 +17493,8 @@ "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-43598-2", "nodes": [ @@ -17424,12 +17504,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "52e2e9669865109e3c88be0c3b2fe0ff9cef675dcc2ee70f71dbd5e5bd6c6308", + "prepared_review_unit_hash": "609d4909bbda546bd911e11d9b9127266b1f38db10ceaaa756fcf597715cae71", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17437,7 +17517,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17446,18 +17526,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically related to Trainer customizability, but they describe different problems in different code paths: one about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "If one must be chosen as the representative issue, #43598 is the better fit because it directly concerns Trainer behavior/customizability; however, it does not cover the FLOPS-estimation problem in #43600.", + "summary": "These are two separate Trainer-related feature/bug reports: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a vague theme around custom trainers, but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete and directly actionable Trainer customization request; it has a clearer code-path target than the FLOPS-estimation discussion.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the more central/general issue in this small cluster, but it is still not a true superset of #43600.", + "best_issue_reason": "#43598 is the best representative issue for the cluster because it is specific, implementation-oriented, and not merely a broad usage concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related by theme, but not the same underlying bug: #43598 is about `remove_unused_column` customizability, while #43600 is about estimating FLOPS for custom trainers." + "reason": "Reject: these refer to different Trainer behaviors. One concerns pruning unused columns/customizability, the other concerns counting FLOPS for custom trainers. The shared mention of custom trainers is too broad to indicate the same bug or fix." } ] }, @@ -17476,8 +17556,8 @@ "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-43684-2", "nodes": [ @@ -17487,7 +17567,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ea27712a6b42066d5e5989d6e97c7a1bbe56c66eddf1c559275abf7a58c198b7", + "prepared_review_unit_hash": "acf6d6ea213217f134a1f043ad549ebabbe34555e9ed44b402c1d390f08e3c15", "component_budget": { "node_count": 2, "item_count": 2, @@ -17509,18 +17589,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related but distinct enhancement requests: one adds Qwen3-Omni registration to AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto-model heads.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are separate feature requests, not the same underlying bug: one asks for Qwen3-Omni auto-model registration, the other for Qwen3.5 sequence-classification support.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the two tickets target different model families and different auto-head capabilities.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader, higher-level registration request, but it is not a duplicate of 44405 because the model family and target auto-classes differ.", + "best_issue_reason": "If a cluster anchor is needed, 43684 is the broader AutoModel registration request, but it does not subsume 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying change: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They touch different model/task code paths and should not be merged as duplicates." + "reason": "Different requests: Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same code-path problem." } ] }, @@ -17539,8 +17619,8 @@ "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-43835-4", "nodes": [ @@ -17557,70 +17637,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "fede1aece86d0ce1cfac34cfb33df7d7740af5f5a8902cacd0a9efae6ac26052", + "prepared_review_unit_hash": "5b648f2cbd337f8547f43e72d1c5cc6118550b958988ca98565d2e2049da2ed1", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to be low-information / likely spammy duplicate issues with generic titles. There is not enough concrete bug detail to safely merge any pair as the same underlying issue.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43859 is the slightly best representative only because it has the most activity, but none of these issues contains enough real problem description to be a strong canonical choice.", + "summary": "All four items are extremely under-specified issues, with three sharing the same generic title and no concrete bug details. There is not enough evidence to confidently merge any pair as true duplicates; no PRs are present.", + "confidence": 0.24, + "canonical_issue_reason": "issue:43859 is the least weak representative only because it has the most observable activity, but the cluster lacks concrete description to establish a real canonical bug report.", "canonical_pr_reason": null, - "best_issue_reason": "43859 is the most suitable issue to keep if one must be chosen, since it has discussion activity and is at least marginally more substantive than the others.", + "best_issue_reason": "issue:43859 is the best available issue anchor for triage, but only by marginal activity signals; the actual problem statement is too vague to judge quality.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared issue details beyond weak similarity; no concrete evidence they describe the same bug." + "reason": "Titles are unrelated/generic and there is no body or target evidence showing the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete body information tying them to the same underlying problem." + "reason": "No concrete shared bug report is visible beyond weak similarity signals." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Generic title overlap is not enough; the issues do not provide a shared bug description or target." + "reason": "The only commonality is low-information similarity; nothing ties them to the same defect." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Even though the titles match, the bodies provide no concrete evidence of the same underlying issue." + "reason": "They share the same generic title, but there is no actual issue content here to confirm they are true duplicates." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same broad keyword only; insufficient detail to conclude these are duplicates of the same bug." + "reason": "Insufficient evidence of the same underlying problem; same-title similarity alone is not enough." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Matching generic titles are not enough without a shared technical description or explicit target." + "reason": "No concrete description, target, or reference evidence supports treating these as the same issue." } ] }, @@ -17639,8 +17719,8 @@ "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-44371-5", "nodes": [ @@ -17661,88 +17741,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "626018c5d05aa92824ce938d7a51637ad3601d8e836cc93b173cc0eccf7fbf90", + "prepared_review_unit_hash": "eb12c1af21242cc56ff723fcfec298bdbb2c61e77260a3127def4fc8e3499a55", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "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": "These issues do not look like duplicates of one concrete bug or change; they are mostly spammy or generic placeholders with no body/detail evidence tying them together.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "All items are low-information, likely unrelated spam/off-topic issues with no concrete duplicate pattern; the generic titles are not enough to treat them as the same underlying report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44371 is the earliest item and, like the rest, carries no actionable detail; if one artifact must anchor the cluster, this is the least-wrong placeholder.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44418 is the most descriptive title in the set, but it is still too generic to serve as a meaningful canonical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are only spam placeholders with no description or target; superficial title similarity is not enough to imply the same underlying issue." + "reason": "Both are just \"\" with no body detail; same placeholder title is not enough to prove the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: generic spam titles with no concrete shared bug or change." + "reason": "Identical spam-like titles, but no evidence they describe one shared bug or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a vague documentation suggestion; no evidence they refer to the same problem." + "reason": "One is spam and the other is a generic documentation request; no common concrete issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Completely different titles and no body detail; not enough to indicate a shared issue." + "reason": "\"Check out \\\"Google LLC\\\"\" is unrelated to the spam placeholder issue and does not indicate the same report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder." + "reason": "Generic documentation suggestion versus spam placeholder; no shared underlying problem." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation request vs. spam placeholder; no concrete overlap." + "reason": "Generic documentation suggestion versus spam placeholder; not the same issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying bug or change." + "reason": "Same placeholder title, but no substantive description or target to show they are duplicates rather than separate spam posts." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared concrete topic: spam placeholder versus a specific quoted-name title." + "reason": "No overlap in subject matter beyond being low-information issues." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No meaningful evidence of the same underlying issue; titles are unrelated." + "reason": "No overlap in subject matter beyond being low-information issues." } ] }, @@ -17761,8 +17841,8 @@ "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-45145-2", "nodes": [ @@ -17772,12 +17852,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "d7f98b4ad2677b10270ff684761c8628b381de868a8ae32a3c11384e39079146", + "prepared_review_unit_hash": "afa79f11561d85a8af96131c13b1bfce22b2471ec37fd3d88a627a3f5fefd339", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17785,7 +17865,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17794,28 +17874,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar and likely related, but the evidence is not strong enough to call them confirmed duplicates. #45145 is the better canonical issue because it was opened first and already has an inbound reference.", - "confidence": 0.84, - "canonical_issue_reason": "#45145 is the earlier issue and already has an inbound reference, so it is the best anchor for deduplication discussion.", + "summary": "These two closed issues have the same title and highly similar content, so they appear to be duplicates of the same energy-optimization proposal.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is the better canonical because it was created first and already has an inbound reference, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it predates #45151 and has the existing linkage.", + "best_issue_reason": "Issue #45145 is the strongest representative issue for this cluster for the same reasons: earliest, already referenced, and indistinguishable in topic from #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles are identical and the bodies are moderately similar, but there are no explicit links, shared targets, or filenames; this supports a likely related/possible-duplicate relation rather than a confirmed same-underlying-issue duplicate." + "accept": true, + "reason": "Same title, same apparent topic, and no evidence of distinct scope; these look like duplicate reports of the same underlying idea." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical-choice reasoning is grounded, but the cluster/soft-edge language is a bit too strong for the packet. The pair only has soft-similarity evidence with a moderate Jaccard score, so calling them \"near-certain duplicates\" and accepting the edge as same underlying issue overstates the evidence. A more conservative verdict would be that they are likely related or possible duplicates, not confirmed duplicates." + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues are closed, share the exact same title, and the pair is marked with soft similarity. Choosing issue:45145 as canonical/best is also supported by its earlier creation time and inbound reference. The soft-edge accept is conservative given the available evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17881,8 +17961,8 @@ "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-45672-2", "nodes": [ @@ -17892,12 +17972,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "33c9923270017b6566109b48727de562ca0ac1b30bbeaa25fc01ea45236b3f49", + "prepared_review_unit_hash": "1b8987a7b16ed72d31514328016c16b0c7a3da28149de973bfffec69124f52f2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1669, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -17905,7 +17985,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1669, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -17914,18 +17994,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs, not duplicates: one is Gemma4/audio-module uint8 weight handling leading to a `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig.llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an AssertionError. They overlap only at a broad \u201c4-bit inference\u201d level.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These look like two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the more general and actionable bug report, with a clearer configuration-level failure mode and broader applicability than the Gemma4-specific audio-module report.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue had to represent the cluster, 45674 is the more general/config-level regression and is phrased more directly around the failing behavior; 45672 is model-specific and narrower.", + "best_issue_reason": "Issue 45674 is the best representative because it describes a concrete, reproducible inference regression and is less model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure modes and code paths: Gemma4 audio-module `torch.finfo()` on uint8 weights vs `BitsAndBytesConfig` skip-module handling removing the default `lm_head` exclusion. Same broad 4-bit context, but not the same underlying bug." + "reason": "Both involve 4-bit inference, but the underlying bugs differ: one is a Gemma4/audio-module uint8 + torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module behavior that clears lm_head exclusion and causes an AssertionError. Different failure modes and code paths." } ] }, @@ -17944,8 +18024,8 @@ "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-45762-2", "nodes": [ @@ -17955,40 +18035,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "6f195e32dfb7fd2498d40ebbc254b311ea9d89546bc1c548b623a2e8bee2bace", + "prepared_review_unit_hash": "a90cef20b713fed00bbbbfbcbd2d458b8c856f942e93701524657ea33aa4b5c3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "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": "Two closed issues with superficially similar personal-name/date titles, but they refer to different individuals and do not describe the same bug or request. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "Neither issue is a meaningful canonical duplicate target; they are separate, non-technical, name-only reports with no shared underlying problem description.", + "summary": "Two closed issues with only personal-name/date titles and no body or links; they do not appear to describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one, issue #45762 is marginally clearer only because it has a fuller name string, but it is not a good canonical issue overall.", + "best_issue_reason": "Neither issue is a good representative of a technical problem; both are empty placeholders with no actionable content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Both are just different person-name/date titles and lack evidence of the same underlying bug or change; they should not be merged as duplicates." + "reason": "Different names/dates and no issue body or linkage indicate unrelated placeholders, not the same underlying bug." } ] }, @@ -18007,8 +18087,8 @@ "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-45764-2", "nodes": [ @@ -18018,7 +18098,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "2f37ca9f2afbbd031564320b9823ff02a9bca77a9e757a911f37122a5d294866", + "prepared_review_unit_hash": "038eb8af8c5e06681219263078fdf3ab4d9e0aaed6a6f22883b4432bc6b9941c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18040,18 +18120,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated standalone entries with different names/dates and no shared context, so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "These are two unrelated closed issues with only personal-name titles and different dates; there is no evidence they describe the same bug or change, so the soft duplicate link should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice because there is no evidence they describe the same bug or request; both look like separate, unrelated tickets.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different subjects entirely; no shared description, targets, or repository context indicating the same underlying issue." + "reason": "Different named subjects and dates, with no body or technical details indicating a shared underlying issue." } ] }, @@ -18070,8 +18150,8 @@ "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-45810-2", "nodes": [ @@ -18081,7 +18161,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "9b2e3a0937f7b1d00356dfccefe1cf8973ed98d9119e714ede3097ea61ed96a9", + "prepared_review_unit_hash": "4cb83a3780c38b5a3a7a869202996bdb8fbced8f894cca77e06edb6f2412fa91", "component_budget": { "node_count": 2, "item_count": 2, @@ -18103,18 +18183,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model feature, while the other asks for FP8 training support. They should not be clustered as duplicates or merged into a single canonical item.", + "summary": "The two issues are about different features: adding Qwen3_5ForTokenClassification for value-model use versus support for FP8 training. They should not be clustered as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No canonical issue among these two; if forced to pick a representative, 46295 is broader, but it is not a duplicate of 45810.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests in different areas (model head support vs FP8 training); no shared code-path or concrete underlying bug/change." + "reason": "Different requests and code paths: one is a model/class addition for token classification, the other is training precision support. Shared theme of model training is too broad to treat as the same underlying issue." } ] }, @@ -18133,8 +18213,8 @@ "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-45869-5", "nodes": [ @@ -18154,7 +18234,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "b3ea6e2aa179a13fa4c4365f7ee825ab3cca3e79291795d529fd4364f17c62e8", + "prepared_review_unit_hash": "379411811cd921693d9d1859e290cbbb8c03642413cdc5bd21c30bd5e4b19af9", "component_budget": { "node_count": 5, "item_count": 5, @@ -18176,66 +18256,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to split into one unrelated dataset item (45869), plus two likely duplicate pairs: 45870/45871 and 45872/45873. The duplicate evidence is fairly strong from identical titles and matching body sizes, but it is still only soft-similarity evidence, so the conclusion should remain tentative rather than exact.", - "confidence": 0.86, - "canonical_issue_reason": "45870 is a reasonable canonical issue for the DataForge example pair because it has the same title as 45871 and slightly more discussion activity, making it a better representative for that likely duplicate pair.", + "summary": "The cluster appears to split into two separate likely-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different finance-related post but not part of either pair. The evidence supports strong similarity, but not a claim of exact body identity.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45870 is a good canonical representative for the first likely-duplicate pair because it is the earlier of the two highly similar issues with the same title and the same body length. That said, the full cluster is not one duplicate set; it contains two distinct likely-duplicate pairs.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best issue to anchor deduping in this cluster: it sits in a likely duplicate pair with 45871, has slightly more activity than its twin, and 45869 is clearly separate while 45872/45873 form a second likely duplicate pair.", + "best_issue_reason": "Issue 45870 is the best single representative across the cluster only in a limited sense: it sits in the clearest likely-duplicate pair and is the earliest post there. If the cluster were split, 45872 would be the analogous representative for the second pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Both mention financial/DataForge topics, but 45869 is a dataset bundle/free sample while 45870 is an example about time series prediction; different underlying request." + "reason": "Different topics: a dataset promotion versus a financial time-series example. Similar finance wording, but not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869 vs 45870: shared theme, but the artifacts describe different content and purpose." + "reason": "Different topics: a dataset promotion versus a financial time-series example. Broadly related wording only." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical titles and matching body length make these look like the same issue submitted twice, even though the evidence is only soft-similarity based." + "reason": "Highly similar / likely duplicate pair: same title and same body length, with no evidence of a different underlying request. The record does not prove identical bodies, so this should be phrased conservatively." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "45870 is an example post about prediction, while 45872 is a request about a time-series + scraping service; related domain, but not the same concrete issue." + "reason": "Different underlying request: financial time-series prediction example versus a scraping-service-oriented post." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870 vs 45872: similar theme, but different request scope and title." + "reason": "Different underlying request: financial time-series prediction example versus a scraping-service-oriented post." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The example-prediction issue and the service request are different underlying items despite both being DataForge-related." + "reason": "Different underlying request; only broad finance/DataForge overlap, not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same reasoning as 45871 vs 45872: related theme, but not the same issue." + "reason": "Different underlying request; only broad finance/DataForge overlap, not the same concrete issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical titles and matching body length strongly suggest these are duplicate submissions of the same service-related request." + "reason": "Highly similar / likely duplicate pair: same title and same body length, with no evidence of a different underlying request. The record does not prove identical bodies, so this should be stated conservatively." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is a bit too strong for the evidence in the packet. The identical titles for 45870/45871 and 45872/45873 do support likely duplication, but the packet only marks these as soft_similarity and every pair has deterministic_accept=false, so calling them \"clear duplicate pairs\"/\"exact duplicate\" overstates certainty. The 45869 split is grounded, but the duplicate-pair conclusions should be phrased more conservatively." + "feedback": "The clustering is a bit overstated. The packet supports that 45870/45871 share the same title and body length, and 45872/45873 also share the same title and body length, but it does not prove the bodies are identical or that these are exact duplicates. Please downgrade claims like \"exact duplicate\" / \"exactly matches body\" to conservative language such as \"highly similar\" or \"likely duplicate.\" The cross-pair rejections against 45869 look grounded, but the duplicate-pair acceptances are too strong given the evidence shown." }, "evaluator_used": true, "retried": true, @@ -18246,7 +18326,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18294,160 +18374,160 @@ "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e4c4cd8ba67e8b968c9b134117faf493fa759ec7877372abf737bd47e636be35", + "prepared_review_unit_hash": "49c3c7a47e0c15b94066bcb57a1f37fb4ebb56256e421ffb79abefc57b3de820", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40241, - "estimated_input_tokens": 10061, - "estimated_eval_tokens": 20378 + "serialized_chars": 40245, + "estimated_input_tokens": 10062, + "estimated_eval_tokens": 20380 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40241, - "estimated_input_tokens": 10061, - "estimated_eval_tokens": 20378 + "serialized_chars": 40245, + "estimated_input_tokens": 10062, + "estimated_eval_tokens": 20380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated one-off changes across different models, docs, and utilities. The only true duplicate pair is the two fixed_cross_entropy patches for issue 43240; everything else should remain separate.", - "confidence": 0.97, + "summary": "Mostly a heterogeneous set of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` changes (#43251 and #43254), which both implement the same kwargs passthrough to `nn.functional.cross_entropy` for the same tracked issue.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the cleanest representative of the only real duplicate cluster: it explicitly targets issue 43240 and fixes fixed_cross_entropy to pass supported nn.functional.cross_entropy kwargs. PR 43254 is the same underlying fix.", + "canonical_pr_reason": "#43251 is the clearest canonical PR for the duplicate pair: it is issue-linked to #43240 and implements the same `fixed_cross_entropy` fix as #43254 with the same concrete code path.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone PR in this set: it has an explicit issue link, a focused code-path fix, and matches the duplicate counterpart closely enough to serve as the canonical PR for that cluster.", + "best_pr_reason": "#43251 is the best representative in this cluster because it is the only tightly duplicated change and has the strongest signal (explicit issue target, same file, same fix).", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: VideoPrism model/docs addition vs executorch dynamic-shape export testing. No shared bug or code path." + "reason": "Different changes: adding VideoPrism docs/model files vs executorch dynamic-shape export tests. No shared code path." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer API additions and executorch export tests are unrelated." + "reason": "Mistral tokenizer method additions are unrelated to executorch export testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer missing methods vs adding a new MobileLLM model; different features and files." + "reason": "Tokenizer method fixes vs adding a new MobileLLM model; unrelated work." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-pretrained robustness changes are unrelated to MobileLLM model implementation." + "reason": "Processor auto-loading robustness changes are not the same underlying change as introducing MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; no common bug or mergeable overlap." + "reason": "`fixed_cross_entropy` kwargs passthrough and a new model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix is unrelated to Mistral4 test/model updates." + "reason": "Loss helper kwargs support is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape tests and Mistral4 test fixes address different concerns." + "reason": "Executorch export tests and Mistral4 test fixes do not share the same bug or code path." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export tests are unrelated to adding MobileLLM." + "reason": "Executorch dynamic-shape testing is unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs config-resolution ordering fix; unrelated code paths." + "reason": "New model implementation vs fixing config-resolution order; different issues." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-interface refactor are different model changes." + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated; one is code, the other is tooling/docs content." + "reason": "Falcon model refactor and model-creation skill content are not the same code change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor is unrelated to Mistral4 test fixes." + "reason": "Falcon output collection refactor is unrelated to Mistral4 tests." }, { "left": "pull_request:44827", "right": "pull_request:46344", "accept": false, - "reason": "Mistral4 test fixes and VitPose graph-break fix affect different models and problems." + "reason": "Mistral4 test fixes and VitPose graph-break fix are different models and different bugs." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs CLIP-family layrnorm renaming are unrelated." + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming/conversion mapping; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes are unrelated to chat response parsing updates." + "reason": "Mistral4 test fixes and serve chat parsing updates do not target the same code path." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are different changes." + "reason": "Mistral4 tests are unrelated to adding the TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test fix is not the same underlying change as adding the model-creation skill." + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model code and a repo skill file are not the same bug/change." + "reason": "Adding MobileLLM and adding a model-creation skill are different artifacts, not the same bug or change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and cls.config resolution ordering fix are unrelated." + "reason": "Mistral4 test fixes and config-resolution-order fix are separate changes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs implement the same fixed_cross_entropy enhancement for issue 43240: pass supported kwargs through to nn.functional.cross_entropy in the same function/file." + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` code path on the same issue (#43240) by forwarding supported kwargs to `nn.functional.cross_entropy`; they are functionally duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the duplicate verdict for PR 43251/43254 is supported by the shared issue target and same-file same-function edit. The other pairwise rejects are conservative and do not overstate similarity; none of the non-duplicate pairs look mergeable as a single bugfix PR based on the provided diffs/titles." + "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly unrelated and only elevates the 43251/43254 pair, which is supported by the shared issue target (#43240), same file, and the same `fixed_cross_entropy` kwargs passthrough. The other soft-edge rejections are conservative and do not overstate duplication evidence." }, "evaluator_used": true, "retried": false, @@ -18458,7 +18538,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18476,12 +18556,12 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "d2eaae2095be5370dbf4bd6c459aee81932e81eaa54153afafcdbecf8ef1c33c", + "prepared_review_unit_hash": "4f44c1aea0f6ca4bd2a6d119a90b3a5a57c28adcfbd3dfdf40291de5fd02906a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10380, + "serialized_chars": 10379, "estimated_input_tokens": 2595, "estimated_eval_tokens": 5446 }, @@ -18489,7 +18569,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10380, + "serialized_chars": 10379, "estimated_input_tokens": 2595, "estimated_eval_tokens": 5446 }, @@ -18498,24 +18578,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains one main VibeVoice implementation PR, one separate VibeVoice Realtime extension, and one unrelated Parakeet-RNNT PR. The shared auto-registration/docs files are due to model-family scaffolding, not the same underlying change.", - "confidence": 0.95, + "summary": "The cluster is mostly broad similarity around model registrations, but the PRs are not duplicates. 40546 implements base VibeVoice, 42781 adds a separate VibeVoice Realtime variant, and 46331 is a different Parakeet-RNNT model change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:40546 is the core VibeVoice implementation, with the broadest scope and most review activity; the other PRs are either a later realtime variant or a different model family.", + "canonical_pr_reason": "PR 40546 is the best canonical anchor because it is the earliest and most general VibeVoice implementation in the cluster; the other PRs are either a follow-up variant (42781) or an unrelated model family (46331).", "best_issue_reason": null, - "best_pr_reason": "pull_request:40546 is the best representative PR for this cluster because it implements the base VibeVoice feature set and is the most complete, central change.", + "best_pr_reason": "PR 40546 is the strongest representative of the shared VibeVoice work and covers the main model introduction; 42781 is a distinct realtime extension, not the same concrete change, and 46331 is outside the model family.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both are VibeVoice-related, but 42781 is a separate realtime variant with its own docs and acoustic-tokenizer additions, so it is not the same concrete change as the base VibeVoice implementation." + "reason": "Both are VibeVoice-related, but 40546 adds the base model while 42781 adds a separate realtime/acoustic-tokenizer path and extra generation code; they are related follow-ups, not the same underlying change." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "These target different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-registration files are incidental and do not indicate the same underlying fix or feature." + "reason": "These target different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-registration files are incidental and not enough to treat them as duplicates." } ] }, @@ -18529,7 +18609,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18545,12 +18625,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "42493ff0d76000d7e707fb6b872cc8d7eb279355b7eb54afb7a300f34580be02", + "prepared_review_unit_hash": "57bb7fd945108bb761e264a8547d0acac38551c77d2960a967b97bad53fa432b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18558,7 +18638,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18567,18 +18647,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is not a duplicate cluster: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing features.", + "summary": "The two PRs are unrelated: one adds covariate forecasting to TimesFM, the other adds DINOv3 image classification support. They do not share the same underlying bug or change path, so the soft match is rejected.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different features, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for deduplication: 40755 and 41224 address unrelated code paths, so neither is a suitable canonical anchor for the other.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes in unrelated subsystems (TimesFM forecasting vs DINOv3 image classification); they should not be merged or triaged as the same PR." + "reason": "Different model families and feature areas (TimesFM covariates vs DINOv3 classification); not the same underlying change." } ] }, @@ -18592,7 +18672,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18655,7 +18735,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18673,7 +18753,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "345fb7087d0771f037a7159449eefbd010ee4d9776df55b1381a31214c71f503", + "prepared_review_unit_hash": "2e4f07d5dd40fecd1dd85b18fa39a2dd9a68815aeaa3c1fc7c0aa30ce53ffb89", "component_budget": { "node_count": 3, "item_count": 3, @@ -18695,24 +18775,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are pull requests adding different new models (DeepSeek OCR, Isaac, Kimi2-6). They share the same repository scaffolding patterns, but they are clearly separate model additions rather than the same underlying change.", - "confidence": 0.96, + "summary": "These are three separate model-addition PRs (DeepSeekOCR, Isaac, and Kimi2-6). They share the usual Transformers scaffolding and registration files, but they target different models and different code paths, so the similarity is boilerplate rather than duplicate change content.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster: it has the highest review activity, a full model integration footprint, and is a self-contained model addition like the others.", + "canonical_pr_reason": "No canonical PR: the three pull requests introduce different models and are not duplicates of the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the best single PR to anchor this cluster because it is well-developed and heavily reviewed, making it the most representative example of the shared 'add a new model' pattern.", + "best_pr_reason": "PR 45630 is the strongest standalone representative only by maturity/review activity, but it is still a distinct Kimi2-6 model-addition PR rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Both add new models and touch similar auto-mapping/docs scaffolding, but DeepSeek OCR and Isaac are unrelated model integrations with different code paths and files; not the same underlying change." + "reason": "DeepSeekOCR vs Isaac are different model introductions; shared docs/auto-registration/test scaffolding is expected boilerplate, not the same bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "These are separate model additions (Isaac vs Kimi2-6). Shared repository plumbing is expected for any model integration, but the concrete implementation and target model are different, so they should not be merged as duplicates." + "reason": "Isaac and Kimi2-6 add different models with different files and implementations; overlap is broad Transformers model-registration plumbing, not a single mergeable fix." } ] }, @@ -18726,7 +18806,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18742,12 +18822,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "bd62e0cd5ad7235b22b28c77651e3da2d2b31922967e46f98da4066ff0e4816b", + "prepared_review_unit_hash": "f6ea5c6510b176b90a2f586511cfac3ff7c4c8a7afda33b0a17900dc7d02e639", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18755,7 +18835,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18764,18 +18844,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate workflow-maintenance PRs: one broadly upgrades GitHub Actions for Node 24 compatibility, the other updates Docker build actions to newer versions. They overlap in files but not in the underlying change.", - "confidence": 0.96, + "summary": "Both items are broad GitHub Actions dependency upgrades, but they target different action families and different upgrade goals. PR 42975 is about bumping core GitHub actions for Node 24 compatibility; PR 42976 is a separate bump of docker/build-push-action to newer versions. They overlap in workflow files, but not in underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, explicit GitHub Actions compatibility upgrade and touches more of the shared workflow surface.", + "canonical_pr_reason": "PR 42975 is the better canonical choice because it has the broader, more clearly stated platform-compatibility goal and touches the larger set of workflow action upgrades.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 best represents the cluster\u2019s overall theme of CI action version maintenance, with the clearest scope and most general applicability.", + "best_pr_reason": "PR 42975 is the best overall PR candidate since its title and diff indicate a more general dependency compatibility sweep, whereas PR 42976 is narrower and focused only on docker/build-push-action version bumps.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action and a few related workflow actions. They are different maintenance changes, not the same concrete bug or fix." + "reason": "Different underlying changes: one upgrades general GitHub actions for Node 24 compatibility, the other upgrades docker/build-push-action. Shared workflow files are not enough to treat these as the same PR." } ] }, @@ -18789,7 +18869,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18812,12 +18892,12 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "8c42d94eb5e099a8621dfdd825879dd68065c5b07a38d14c01b7f48ede4f2035", + "prepared_review_unit_hash": "95da5c10a8f1b328d1639b6049fad7f0d150d68786919e81c08bf74bcccf65f3", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, + "serialized_chars": 14182, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18825,7 +18905,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, + "serialized_chars": 14182, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18834,48 +18914,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-addition scaffolding with overlapping registration/docs, but each introduces a different model family and codepath. They are not duplicates of one another.", - "confidence": 0.99, + "summary": "These are separate model-addition PRs with superficial overlap in docs/auto-registration, not duplicates or mergeable fixes. The shared files are boilerplate for adding new models, while the actual model families, configs, processors, and tests are distinct.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, Molmo2, and CTSM are distinct model additions with different implementations and targets.", + "canonical_pr_reason": "No clear canonical PR: each PR adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM) with its own implementation and test surface, so none is a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a global dedupe representative here; the overlap is only broad infrastructure (docs/auto mappings), not the same underlying change.", + "best_pr_reason": "If one PR must be picked as the most representative standalone addition, PR 43451 (Molmo2) has the broadest implementation and review activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo); shared files are only docs and auto-registration scaffolding, not the same codepath fix." + "reason": "ViT NEPA vs Molmo are different model families; shared docs/auto files are routine model-registration boilerplate, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions; overlap is limited to generic transformer registry/docs files." + "reason": "ViT NEPA and Molmo2 add unrelated architectures with separate model code and tests; overlap is only in generic integration files." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM address different models and implementations; no shared underlying bug or mergeable change." + "reason": "CTSM is a different time-series model addition from ViT NEPA, with no shared code-path problem beyond generic registry/docs updates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model releases with distinct files and behavior; similar names and shared registry edits are insufficient." + "reason": "Molmo and Molmo2 are distinct model generations/families; despite similar naming and shared registration scaffolding, they are not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM only share broad model-registration/documentation patterns, not a concrete common fix." + "reason": "Molmo and CTSM target different modalities and code paths; the overlap is only in broad model-registration plumbing." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated additions to different model codepaths; shared auto/model docs do not indicate duplication." + "reason": "Molmo2 and CTSM are unrelated model additions; shared auto/docs edits do not indicate a single underlying fix." } ] }, @@ -18889,7 +18969,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18908,52 +18988,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "82afd1cf36450231f278b8b5666db7d8be288ab3f18de8550fb3314048bbdb11", + "prepared_review_unit_hash": "10520d2986de2d2768725c9ea5bcc3998de06d8312a28fd5cefd78ac39dd7ed2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are not the same change: one is a Whisper tokenizer fix, one is a pair of test-only edits with placeholder asserts, and one is a larger FP8 dequant/loading fix. The similarity signal is superficial.", - "confidence": 0.92, + "summary": "The cluster is not a true duplicate set: one Whisper tokenizer/test fix, one unrelated placeholder-style test-only PR, and one broader FP8/dequantization fix. Only the dequant fix looks like a substantive, merge-worthy code change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it contains the only clear substantive production fix and related test updates, whereas the others are unrelated test-only or Whisper-specific changes.", + "canonical_pr_reason": "pull_request:44815 is the strongest canonical PR because it addresses a concrete dequantization/loading path bug across multiple implementation files, with code changes beyond tests.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone PR to keep: it fixes a concrete code-path problem in FP8 dequant/loading and has broad implementation impact. The other PRs do not match that underlying change.", + "best_pr_reason": "pull_request:44815 is the best overall PR candidate: it has the clearest real bug fix, broader code impact, and more complete implementation than the Whisper-only test fix or the test-placeholder PR.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different targets and bugs: Whisper tokenizer decoding vs. CLIP/ViT test edits. The overlap is only that both touch tests or minor code, not the same underlying fix." + "reason": "Different subsystems and different intent: Whisper tokenizer decode logic vs CLIP/ViT test files with placeholder failing asserts. They do not look like the same underlying change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization decoding changes are unrelated to the FP8 dequant/loading fix. No shared code path or concrete bug." + "reason": "Whisper decoding/tokenization changes are unrelated to FP8 dequantization, model loading, and Mistral/quantizer code paths." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is just placeholder test modifications for CLIP/ViT, while 44815 fixes FP8 dequant/loading behavior. They are not mergeable as one fix." + "reason": "These are unrelated PRs: one is test-only edits in vision models, the other is a substantive dequantization fix across loading/quantization code." } ] }, @@ -18967,7 +19047,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18990,64 +19070,64 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "b2b0ac18c4934fb53b42d6d1181df30a20ea987c4a073afcc3c746cc7278a6a0", + "prepared_review_unit_hash": "8488918de688b61172cc90e44cfea5358e2d4b53a3eecba29cc8b23ee6237fb9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12259, - "estimated_input_tokens": 3065, - "estimated_eval_tokens": 6386 + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12259, - "estimated_input_tokens": 3065, - "estimated_eval_tokens": 6386 + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly synthetic \"do not merge\" PRs used to probe CI, bots, or telemetry, but they do not line up as true duplicates of one concrete fix. The only close-looking pair still changes different test/CI paths, so I would keep the cluster split.", - "confidence": 0.79, + "summary": "These PRs are all separate, mostly synthetic/test-only changes with superficial overlap in CI or ViT test files, but no pair looks like the same concrete bug fix or feature change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the broadest representative of the synthetic CI/OTEL test-migration group; it touches the main workflow/telemetry plumbing and is more central than the tiny test-only forks.", + "canonical_pr_reason": "PR 46114 is the broadest and most representative of the testing/migration-style PRs, spanning CI wiring and several test files, so it is the best single representative if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the best single representative of this cluster because it is the most substantial and most clearly tied to the test/observability experiment theme.", + "best_pr_reason": "PR 46114 is the most comprehensive of the set and best captures the shared testing-infra theme, while the others are narrower or clearly unrelated in actual code path.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are synthetic PRs, but they change different areas (setup/versioning vs workflow/test-diff display) and do not look like the same concrete change." + "reason": "Both touch test-related files, but one is a setup/dependency/version-bump PR and the other is a CI/workflow/testing-utils PR; no shared underlying bug or change." }, { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Overlap is only in one shared test file; the rest of the diffs target unrelated setup, CI, and helper code paths." + "reason": "Shared ViT test filename is only superficial; 43488 is about packaging/dependency/version tweaks, while 46114 is a broad test-migration/CI change." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "They are both bot/test harness exercises, but the edited files and intent differ enough that they are not the same underlying change." + "reason": "Both involve testing infrastructure, but they change different workflows and different supporting files without a single concrete code-path fix in common." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are synthetic test PRs, but one is a broad CI/OTEL instrumentation tweak while the other only injects failing ViT tests; they are not the same code-path fix." + "reason": "45932 is a broad grafana/OTEL plus model/config change set, while 46100 only adds bogus assertions in ViT tests; they do not fix the same issue." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Shared test-file noise is not enough here; the surrounding workflow and helper changes indicate different synthetic experiments rather than one duplicate PR." + "reason": "Both touch tests, but 46100 is just a small ViT test mutation and 46114 is a wider migration/CI PR; not the same underlying change." } ] }, @@ -19061,7 +19141,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19077,7 +19157,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d96ebd3bfb662b36d4fb6c4658550b46c70be796840d42bdde276d0088faeff9", + "prepared_review_unit_hash": "04c3e92690bd526b39da7bb7b9531a33f27e062736063ffd047f1fc51ee2720f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19099,18 +19179,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related multimedia segmentation feature additions, but they implement different pipelines and target different model integrations, so they are not duplicates.", - "confidence": 0.96, + "summary": "Two separate feature PRs with similar scaffolding, but they implement different pipelines for different segmentation tasks and model families. They are related in theme, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43612 adds promptable concept segmentation, while 43613 adds promptable visual segmentation; they are separate feature changes with different code paths and tests.", + "canonical_pr_reason": "PR #43613 is the broader/more complete representative of the cluster: it adds a different segmentation pipeline with a larger model/test surface and more accompanying docs updates.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader representative of the cluster because it includes the more extensive visual-segmentation pipeline integration across multiple model families and tests, but it is still not a duplicate of 43612.", + "best_pr_reason": "PR #43613 is the best overall representative because it is the more extensive and self-contained feature PR, touching more integration points and tests than #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. They touch overlapping docs/shared plumbing, but the concrete pipeline implementations, model integrations, and tests are distinct and would not plausibly be merged into one PR." + "reason": "Reject: these are different feature additions. One introduces Promptable Concept Segmentation, the other Promptable Visual Segmentation; they rely on different model families and task docs, so they are not the same underlying code change and would not plausibly be merged into one PR." } ] }, @@ -19124,7 +19204,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19140,12 +19220,12 @@ "soft_pairs": [ "pull_request:43649|pull_request:46301" ], - "prepared_review_unit_hash": "dd312935a89f3d83416b3b216767aa9458adaad6b25f0325889fe04af85dbde6", + "prepared_review_unit_hash": "7d8d54fc6f02a9aadf0704324815a688ff4b7e957c42da7f04ca4b57743fcc57", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4653, + "serialized_chars": 4654, "estimated_input_tokens": 1164, "estimated_eval_tokens": 2584 }, @@ -19153,7 +19233,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4653, + "serialized_chars": 4654, "estimated_input_tokens": 1164, "estimated_eval_tokens": 2584 }, @@ -19162,18 +19242,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs, but they are not duplicates: one is about CI/self-comment failure reporting, the other is about CircleCI test selection and includes unrelated test edits. The only overlap is an incidental shared test file.", - "confidence": 0.98, + "summary": "Both items are pull requests, but they are unrelated: PR 43649 is a workflow/test-reporting cleanup, while PR 46301 is a contrived failing-test/check change touching CircleCI and test files. They share one test filename but not the same underlying fix or code path.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43649 is the more coherent substantive change and the only one clearly aimed at a real workflow/reporting fix; PR 46301 looks like an unrelated CI/test-selection tweak with dummy failing assertions in tests.", + "canonical_pr_reason": "PR 43649 is the better canonical PR because it has a real, coherent change set across workflow and test-reporting utilities; PR 46301 appears to be a throwaway or synthetic check change and is not a plausible canonical duplicate target.", "best_issue_reason": null, - "best_pr_reason": "PR 43649 is the best representative of the cluster because it has a concrete workflow change and a focused maintenance purpose, whereas PR 46301 is narrowly about CircleCI markers plus unrelated test file edits.", + "best_pr_reason": "PR 43649 is the strongest standalone PR for clustering purposes: it has a meaningful title, broader supporting diffs, and looks like an actual maintenance/fix change rather than an artificial test edit.", "soft_edge_verdicts": [ { "left": "pull_request:43649", "right": "pull_request:46301", "accept": false, - "reason": "Reject: these touch different code paths and solve different problems. 43649 changes self-comment CI/reporting behavior; 46301 changes CircleCI job markers and test files. Sharing a test filename is not enough to indicate the same underlying fix." + "reason": "Do not merge: the overlap is only a shared test file and soft similarity. The PRs address different things\u2014workflow/reporting changes versus adding failing assertions and CircleCI marker changes\u2014so they are not the same underlying bug or change." } ] }, @@ -19187,7 +19267,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19203,40 +19283,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "a7cc09bd4853410e1ba2baf6364f1c290bfddf32518a9d4d2866e44203bf3386", + "prepared_review_unit_hash": "6560658bed94de378464aba776caeaaf4bdc7d885624fc2a35507ebc90966845", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct Hugging Face Trainer PRs touching the same file but different code paths: gradient-accumulation loss scaling vs. signature-based column filtering. They should not be deduplicated.", + "summary": "Two open PRs touch the same trainer file but implement different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column inspection for custom trainers. They are not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs implement separate Trainer behaviors and do not appear to be the same underlying fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplication purposes; neither PR is a duplicate of the other, so the cluster should remain split.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different Trainer extension points and different behavior changes: one alters loss scaling during training_step, the other factors out signature column filtering. Same file/subsystem only, not the same bug or change." + "reason": "Different code paths and behavior: 43651 adds _loss_is_scaled_for_ga for loss scaling during training_step, while 43663 adds _get_signature_columns for dataloader column filtering. They are related to trainer extensibility but not the same bug or mergeable change." } ] }, @@ -19250,7 +19330,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19266,12 +19346,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "18a21bd5aa2a893db884d83b7088f6987053c619d2c28cd74e8f847ffd33c2bd", + "prepared_review_unit_hash": "9f1ea3ad2814ae616e1c91d658e36269895f2dc3f54042fd6f1d5aa2c428457b", "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 }, @@ -19279,7 +19359,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19288,35 +19368,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same NameError in `src/transformers/cli/serve.py` around `TypeAdapter` annotation evaluation; one uses postponed annotations, the other guards the import with `TYPE_CHECKING` and quotes the annotation.", - "confidence": 0.79, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter-related NameErrors, but they fix different failures: one is a broader forward-reference/annotation cleanup, the other is specifically about pydantic being absent. They should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader fix: it addresses the annotation-evaluation problem directly with `from __future__ import annotations` and related type-hint cleanup, covering the same runtime failure more generally.", + "canonical_pr_reason": "PR 43656 is the better cluster representative because it is the broader, earlier CLI annotation fix and directly matches the TypeAdapter NameError theme more generally.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the strongest single representative because it solves the same `TypeAdapter` NameError in the CLI in a more general way and fits the same code path as the narrower follow-up.", + "best_pr_reason": "PR 43656 is the strongest standalone candidate in this cluster: it addresses the central CLI annotation/runtime typing issue in the file and has the clearer broader fix scope.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same underlying `TypeAdapter` NameError in `src/transformers/cli/serve.py` at import/annotation time. The second is a narrower variant of the same bug fix, so they are close enough to treat as duplicates or mergeable into one PR." + "accept": false, + "reason": "Different concrete bugs: 43656 is a broader forward-reference/type-annotation NameError fix, while 43842 specifically fixes TypeAdapter handling when pydantic is not installed. They touch the same file but not the same underlying change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are about a `TypeAdapter` annotation-time `NameError`, and the described fixes are compatible as alternative ways to avoid runtime evaluation. The PR-pair mergeability claim is plausible and not overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 14, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19382,7 +19459,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19479,8 +19556,8 @@ "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", - "pull_request:44010|pull_request:44018", "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", "pull_request:43997|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", @@ -19494,394 +19571,328 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "0fcba35f49907901723345e7d2c77bf125aff1a7ab0b827c5b6fb355b0cb395a", + "prepared_review_unit_hash": "28ca9aec6f3e183c7b987e979606e2b917a0e82ed41cd6e54a8e99d75ee3bc0f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84885, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75084, + "estimated_input_tokens": 18771, + "estimated_eval_tokens": 37798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-by-model refactors toward standardized output tracing; most pairs are not duplicates even when they share the same umbrella issue. The only strong duplicate group here is the GPT-J/CodeGen refactor lineage, plus the two GPT-Neo refactors.", - "confidence": 0.87, + "summary": "This is a broad theme cluster of model-specific output-tracing refactors, not one single duplicate set. Most cross-model pairs should stay separate; only the GPT-Neo and GPT-J variants look like true duplicates/supersets of the same concrete refactor work.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen refactor thread: it is the later, more complete change set, explicitly tied to #43979, and covers the same concrete output-tracing code path as the closest near-duplicates.", + "canonical_pr_reason": "No issue node is present; 44722 is the best representative PR because it is the clearest, later GPT-J/CodeGen output-tracing refactor and appears to subsume the narrower GPT-J-only variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest overall representative of the shared output-tracing migration work in this cluster because it directly addresses the targeted decorator-based refactor and subsumes the closest overlapping GPT-J/CodeGen changes.", + "best_pr_reason": "44722 is the strongest single PR candidate in the cluster: it targets the same standardized output-tracing change, has explicit issue linkage, and covers the most complete overlapping code path among the GPT-J family PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same umbrella theme, but different concrete model code (CVT/FNet vs GPT-J). Not the same underlying bug or change." + "reason": "Different model families and code paths; same tracking theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model implementations; both are output-tracing refactors, but not the same code path or change." + "reason": "Both are output-tracing refactors, but they touch unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066 is just the broader GPT-J/CodeGen variant." + "reason": "Same GPT-J output-tracing refactor on the same file; one PR is effectively a subset/superset of the other." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models and different concrete implementations; shared issue target alone is not enough." + "reason": "RegNet vs EfficientNet are separate model code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen: same refactor pattern, but not the same underlying change." + "reason": "Different model families; only the refactor theme is shared." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and different code paths; not duplicates." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations; only the refactor style matches." + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; unrelated model code." + "reason": "Same broad output-tracing theme, but different models and different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations; not the same fix." + "reason": "GPT-J/CodeGen versus MPT; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same model/file path; one is the more minimal variant of the other." + "reason": "Same GPT-Neo refactor on the same file/test surface; these look like duplicate or overlapping implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model paths; same refactor family but not duplicates." + "reason": "GPT-Neo and GPT-J are different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different code paths; not the same underlying change." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor versus GPT-J/CodeGen refactor; different code and behavior." + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated models; same output-tracing theme only." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations; not duplicates." + "reason": "ResNet and GPT-J are unrelated model changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; different model subsystems and different changes." + "reason": "GPT-Neo and ResNet are different implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model code paths; only the refactor style overlaps." + "reason": "ResNet and MPT are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated; same umbrella issue target does not make them duplicates." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different model families and concrete code paths." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different underlying model code." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." + "reason": "MPT and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; same broad refactor family, but not the same underlying change." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated models." + "reason": "GPT-Neo and MGP-STR do not share the same code path." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different models and different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "MPT versus GPT-J; not the same change." + "reason": "ViLT and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated implementations." + "reason": "GPT2 and MGP-STR are different concrete refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J versus MGP-STR; no shared concrete bug or patch." + "reason": "GPT-J and MGP-STR are unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families and code paths." + "reason": "ViLT and Flaubert/XLM are different models; no shared underlying bug." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 refactor versus GPT-J/CodeGen refactor; same theme, different underlying change." + "reason": "GPT2 and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "Segformer and LongT5 are unrelated implementations." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert/XLM are different code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are unrelated models." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", + "right": "pull_request:44722", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model code paths." + "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44018", - "accept": false, - "reason": "Segformer and GPT-Neo are unrelated implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and MPT are different models; not duplicates." + "reason": "Segformer and LongT5 are separate model refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT versus MGP-STR; only the refactor pattern overlaps." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and VisualBERT are different model subsystems." + "reason": "MPT and ImageGPT are unrelated implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo and MPT are different model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model changes." + "reason": "RegNet and GPT-Neo are unrelated refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate implementations." + "reason": "MPNet and LongT5 are unrelated model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different models and different changes." + "reason": "RegNet and LongT5 are unrelated code paths." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are not the same underlying fix." + "reason": "TextNet and LongT5 are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated model code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet versus LongT5: different implementations." + "reason": "GPT-Neo and LongT5 are unrelated code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "CVT/FNet and Segformer are unrelated model code paths." + "reason": "RegNet and MPNet are different models; not the same bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are different model implementations." + "reason": "SqueezeBert and DeBERTa are unrelated model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated code paths." + "reason": "DeBERTa and TextNet are separate model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same concrete code path; 44722 is the later/broader version." + "reason": "Same GPT-J/CodeGen standardized output-tracing change on overlapping files; 44722 looks like the same refactor family." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors and could be merged into a single GPT-J PR; 44722 additionally includes CodeGen." + "reason": "Both are GPT-J output-tracing refactors on the same core file; they look like overlapping versions of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated models; same issue tag does not imply duplicate work." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer and VisualBERT are different model code paths." + "reason": "GPT-J and SpeechT5 are unrelated concrete code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated implementations." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are different model families." - }, - { - "left": "pull_request:44072", - "right": "pull_request:44085", - "accept": false, - "reason": "EfficientNet and GPT-J are unrelated model changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." - }, - { - "left": "pull_request:44161", - "right": "pull_request:44722", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "LongT5 and GPT-J/CodeGen are different models and changes." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "ResNet and GPT-J are unrelated." + "reason": "CVT/FNet and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and MGP-STR are different model implementations." + "reason": "DeBERTa and SpeechT5 are different concrete code paths." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model code paths." + "reason": "DeBERTa and ViTS are unrelated model refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cross-model pairs. The accepted soft edges are limited to the clearly overlapping GPT-J/CodeGen lineage and the GPT-Neo pair, which look mergeable as single bugfix PRs. No obvious overstatement stands out." + "feedback": "The cluster summary is grounded in the packet: it distinguishes the broad cross-model output-tracing theme from the smaller GPT-Neo and GPT-J overlap set, and the accepted soft edges are limited to pairs with shared files/model families or clear same-surface overlap. I do not see an overclaim that would require rejection." }, "evaluator_used": true, "retried": false, @@ -19892,7 +19903,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 31, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19919,70 +19930,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "cf83942ee8d6b5529b7bd799d4ce9f86b95a9ed4890c3f1ed0ea2dab0c1c5a74", + "prepared_review_unit_hash": "49cc7cf6c440498378db40ebb8bdccd47c1d312ff4464159632fb197fbc73b4e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84885, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17127, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17122, + "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 model-specific refactors to migrate output tracing to the standardized capture_outputs / can_return_tuple pattern. They are thematically related but not duplicate fixes of the same concrete code path, so the soft PR-PR edges should be rejected.", - "confidence": 0.96, + "summary": "These PRs all refactor model-specific output tracing to the new standardized capture_outputs/can_return_tuple pattern, but they touch different model implementations and are not duplicates of the same underlying fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative of the theme: it has an explicit issue target, a substantive refactor in SpeechT5 output tracing, and the diff shows the standardized capture_outputs plumbing being introduced in a concrete model path.", + "canonical_pr_reason": "PR 44129 is the strongest single representative because it has an explicit issue target, a focused output-tracing refactor, and clear motivation for the SpeechT5 code path.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single representative because it is the most clearly scoped, ties to an issue, and demonstrates the refactor pattern most explicitly; however, it should not be treated as a duplicate of the other PRs.", + "best_pr_reason": "PR 44129 is the best standalone PR candidate: it is tightly scoped, explicitly linked to issue 43979, and appears more directly tied to a concrete model behavior change than the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different model families and code paths (FocalNet vs ImageGPT). Similar refactor pattern, but not the same underlying bug or change." + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different code paths; they are not the same bug or mergeable into one PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; one also changes tests. They share the decorator migration theme, not a single concrete fix." + "reason": "VisualBert and TextNet are separate model implementations; this is the same refactor pattern, not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet\u2019s output-tracing refactor uses a different mechanism and model path than VisualBert\u2019s hook setup; not mergeable as one duplicate PR." + "reason": "MPNet and VisualBert are unrelated model-specific output-capture migrations, so they should not be merged as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model code paths. Same broad standardized-output refactor, but not the same bug/change." + "reason": "These touch different model files and different forward/output plumbing; shared theme alone is insufficient for duplication." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct architectures with separate forward/output handling changes; too broad to count as the same fix." + "reason": "RegNet and SqueezeBert are distinct model refactors with no evidence of the same concrete bug or code path." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different model implementations and output-capture plumbing. They are related refactors, not duplicate code-path fixes." + "reason": "Both adopt standardized output capture, but for different model stacks (SqueezeBert vs SpeechT5) and different implementation details." } ] }, @@ -19996,7 +20007,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20061,12 +20072,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c8275f1eb68abc4fcb10bb4921a2c9716824aa3bcffda648263fd8dd98fd5f72", + "prepared_review_unit_hash": "784890f85b6c2ad9b0080c576b60d7bddb6b77fe07e531cb874b601d0ee96759", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39782, + "serialized_chars": 39783, "estimated_input_tokens": 9946, "estimated_eval_tokens": 20148 }, @@ -20074,7 +20085,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39782, + "serialized_chars": 39783, "estimated_input_tokens": 9946, "estimated_eval_tokens": 20148 }, @@ -20083,246 +20094,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a theme match, not a duplicate set: each PR is a model-specific output-tracing refactor in a different code path. They are too different to merge as one PR.", - "confidence": 0.94, + "summary": "These PRs share a broad \u201coutput tracing/refactor\u201d theme, but they touch different model families and different concrete code paths, so they should not be merged as duplicates. I reject all soft edges and use the Mamba/FalconMamba PR as the best representative anchor.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists here; the cluster groups several distinct model-specific refactors under the same output-tracing theme. If one representative is needed, 44003 is the broadest because it spans both mamba and falcon_mamba and adds the output-capture plumbing.", + "canonical_pr_reason": "PR 44003 is the most representative anchor: it introduces the shared output-capturing plumbing and updates two closely related model files, making it broader and more central than the single-model refactors.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest representative of the shared refactor theme because it is the most substantial implementation and touches two related model files with the new tracing helpers.", + "best_pr_reason": "PR 44003 is the strongest single exemplar of this cluster because it changes the core output-tracing machinery rather than only a model-specific wrapper.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models (timm_backbone vs upernet); same theme, not the same change." + "reason": "Same high-level refactor theme, but timm_backbone and upernet are unrelated model paths and this is not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and forward paths; not mergeable as one PR." + "reason": "Both are output-tracing refactors, but they target different architectures and code paths, so they are not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations with only a shared refactor pattern." + "reason": "Different model families and implementations; shared wording about output tracing is too broad to treat as a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and code paths; one is timm_backbone, the other mamba/falcon_mamba." + "reason": "timm_backbone and Mamba/FalconMamba are separate subsystems with different implementation changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models; shared output-tracing language is too broad to dedupe." + "reason": "Different model code paths; both mention tracing but do not fix the same underlying bug or behavior." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated code paths." + "reason": "MobileNetV1 and UnivNet are unrelated models; these are parallel refactors, not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and outputs; not the same underlying bug/change." + "reason": "Different subsystems and different forward/output handling changes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; one is mobilenet_v1, the other depth_anything/prompt_depth_anything." + "reason": "MobileNetV1 vs Depth Anything are distinct model families with separate refactor scopes." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs vision_encoder_decoder are unrelated implementations." + "reason": "No shared concrete bug/change; only a generic output-tracing theme." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and speech_encoder_decoder are separate model stacks." + "reason": "Speech encoder-decoder and MobileNetV1 have different code paths and refactor mechanics." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (vision_text_dual_encoder vs univnet); same refactor style only." + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations despite similar output API cleanup." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate model code paths; not a single concrete fix." + "reason": "Different model families and different forward signatures; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and APIs; can_return_tuple use here is not the same change as Mamba tracing." + "reason": "These are separate architecture-specific refactors, not a single shared fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and forward signatures." + "reason": "Different models and different output-tracing approaches." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; only the refactor theme overlaps." + "reason": "UnivNet and UperNet are unrelated code paths; similar cleanup theme only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model internals; not the same code-path problem." + "reason": "Different model families and separate implementation details; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything touch different implementations." + "reason": "Depth Anything and UnivNet are distinct model changes, not the same bug or feature." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "UperNet and RWKV are unrelated model paths." + "reason": "UperNet and Mamba/FalconMamba are unrelated subsystems with different output-handling changes." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44004", "accept": false, - "reason": "Different architectures; same high-level refactor name is not enough." + "reason": "Different model families and different code paths; only the broad refactor theme matches." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba output-tracing changes are unrelated to CodeGen's forward/cache signature refactor." + "reason": "Both are refactors, but Mamba/FalconMamba output tracing and CodeGen output tracing are separate concrete changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone vs CodeGen are different models and code paths." + "reason": "timm_backbone and CodeGen are unrelated implementations; not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures; not the same underlying change." + "reason": "UnivNet and CodeGen are different model paths with different output semantics." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated beyond broad refactor wording." + "reason": "No shared concrete bug/change beyond generic refactoring." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen have different APIs and fix scopes." + "reason": "Vision-text dual encoder and CodeGen are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model stacks." + "reason": "Depth Anything and VisionEncoderDecoder are distinct model families; these are separate refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are separate code paths." + "reason": "Different tasks and implementations, so this is not one duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models; this is only a shared tracing refactor theme." + "reason": "Depth Anything and SuperPoint are unrelated models with different output behavior." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated implementations." + "reason": "Different model families and code paths; same generic refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are distinct model families." + "reason": "Depth Anything and DPR do not share the same concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are different composites and fixes." + "reason": "Different encoder-decoder stacks and different refactor scopes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families; not one concrete bug/change." + "reason": "VisionEncoderDecoder and SuperPoint are not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR do not share the same implementation change." + "reason": "Different model families and separate code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model paths." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different architectures." + "reason": "Different model code paths; only a shared refactoring motif." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR have separate forward code and outputs." + "reason": "Speech encoder-decoder vs DPR are separate implementations and fixes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated beyond the generic output-tracing theme." + "reason": "SuperPoint and RWKV do not address the same concrete bug or behavior." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR touch different model code paths." + "reason": "Different subsystems with no shared concrete change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated models; not mergeable as one PR." + "reason": "RWKV and DPR are different model families; not a duplicate PR pair." } ] }, @@ -20336,7 +20347,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20352,7 +20363,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "76994f60a65737adb2451f68cf281e0fdd47459fd60323b67e8882b517650234", + "prepared_review_unit_hash": "d05354e913f0f1f2bf32510a8ddc3d778b6e1e7e0ec1056fa33a139c1231a996", "component_budget": { "node_count": 2, "item_count": 2, @@ -20374,18 +20385,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-implementation PRs that only overlap in broad Transformers scaffolding files; they do not fix the same underlying bug or add the same feature.", - "confidence": 0.96, + "summary": "The pair is not a duplicate: one PR adds PenguinVL, the other adds Voxtral TTS. Shared auto-registration/docs files are just standard model-integration plumbing.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the PRs target different models and different user-facing features (PenguinVL vs. Voxtral TTS).", + "canonical_pr_reason": "PR 44662 is the more complete, non-draft implementation and has far more review activity; 45401 is a separate model addition.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick one representative PR, 45401 is slightly more actionable because it has an explicit issue link and a focused Voxtral TTS feature scope, but it is not a duplicate of 44662.", + "best_pr_reason": "44662 is the strongest PR candidate overall because it is a mature PenguinVL implementation with broader coverage and more discussion, whereas 45401 is a draft for a different model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: they implement different model families and different behaviors; shared auto-registration/docs files are incidental scaffolding, not evidence of the same concrete change." + "reason": "Different models and different feature targets (PenguinVL vs Voxtral TTS); shared docs/auto files are generic registration changes, not the same underlying fix." } ] }, @@ -20399,7 +20410,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20419,7 +20430,7 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "5a9b12ce50d39b4bf63a883ca39b21e49407e0c92bda29a21d647825bcf4f80e", + "prepared_review_unit_hash": "8f138d8c2e360c70cef7a089d1496f328393f49b376cc69ea7909a8d0bfe0c45", "component_budget": { "node_count": 4, "item_count": 4, @@ -20441,36 +20452,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three of the PRs are iterative versions of the same KernelConfig-based n-to-1 kernel fusion feature; the Module Fusion API PR is related but appears to be a separate abstraction rather than the same change.", - "confidence": 0.84, + "summary": "These PRs form a related kernel-fusion feature lineage around `KernelConfig`, but only the later n-to-1 fusion PRs look close enough to duplicate; the initial Module Fusion API is a separate foundation PR.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46339 is the most consolidated and latest KernelConfig fusion iteration, with the same core loading/integration/test footprint as the earlier fusion PRs.", + "canonical_pr_reason": "PR #46339 is the most complete and latest representative of the n-to-1 kernel fusion work, with the broadest scope across core loading, hub kernel integration, model loading, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #46339 is the best representative of the cluster because it appears to be the final, simplified version of the shared n-to-1 kernel-fusion feature.", + "best_pr_reason": "PR #46339 best represents the cluster because it is the most recent and comprehensive kernel-fusion change set, and its scope subsumes the earlier n-to-1 fusion follow-ups.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are in the fusion area, but #44979 is a new Module Fusion API while #45363 is specifically KernelConfig-based n-to-1 kernel fusion; they are related abstractions, not the same concrete change." + "reason": "`Module Fusion API` is a separate foundational API/file addition, while #45363 implements n-to-1 kernel fusion via `KernelConfig`; related, but not the same underlying change." }, { "left": "pull_request:45363", "right": "pull_request:46339", "accept": true, - "reason": "They target the same KernelConfig n-to-1 fusion path, touch the same loading/integration/test files, and #46339 reads like a later refinement/consolidation of the same feature." + "reason": "Both target the same concrete `KernelConfig`-based n-to-1 kernel fusion path and touch overlapping loading/integration code, with #46339 reading as an extension/simplification of the same feature." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "Both implement the same KernelConfig-based n-to-1 kernel fusion flow and overlap heavily in core files and tests; #46339 looks like an iterative cleanup/extension of #45666 rather than a distinct PR." + "reason": "These PRs overlap on the same kernel-fusion implementation path and shared files (`hub_kernels.py`, `modeling_utils.py`, tests); #46339 appears to be a follow-on refinement of the same feature rather than a different change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: 44979 is a different Module Fusion API abstraction, while 45363, 45666, and 46339 all center on KernelConfig-based n-to-1 kernel fusion and share overlapping loading/integration/test files. The representative choice of 46339 is reasonable because it is the latest PR and its title explicitly says \u201cExtended & simplified.\u201d The soft-edge verdicts are conservative enough here, especially for the 44979 vs 45363 separation." + "feedback": "The cluster summary is grounded in the packet: 44979 is a separate foundational Module Fusion API, while 45363/45666/46339 are all n-to-1 KernelConfig-based fusion PRs with overlapping files and feature scope. The soft-edge rejections/acceptances are conservative enough, and the choice of 46339 as the latest broad representative is supported by its filenames and title." }, "evaluator_used": true, "retried": false, @@ -20481,7 +20492,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20497,12 +20508,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e9b5bd792f97fe59a2d49867b58345eb48f4e74d0e10962b1396b36c516d98e5", + "prepared_review_unit_hash": "aced987ba25db892765155d33c0571054eb890ed14ac1654e779dfc15b267b96", "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 }, @@ -20510,7 +20521,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -20519,18 +20530,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access path; PR 45317 is the stronger canonical candidate because it includes tests and fuller validation.", + "summary": "Both PRs fix the same Mistral regex patch bug in the same code path and target the same issue; 45317 is the more complete version because it adds tests in addition to the code fix.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same bug as 45086 but adds test coverage and appears to be the more complete implementation of the same change.", + "canonical_pr_reason": "PR 45317 is the strongest representative: it applies the same fix as 45086 in the same file, adds test coverage, and has the fuller discussion/update trail.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster because it addresses the same concrete failure mode with additional test coverage and clearer validation.", + "best_pr_reason": "PR 45317 best captures the cluster because it addresses the exact AttributeError bug with the same code change and includes regression tests, making it the most merge-ready artifact.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path in `_patch_mistral_regex`; the diffs overlap on the identical fix, so these are duplicate PRs that could plausibly be merged into one." + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file, same explicit issue target, and the second PR is essentially the same fix plus tests; these look mergeable into one PR." } ] }, @@ -20544,7 +20555,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20560,12 +20571,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "8a71a66787a597d70a503a41a573482a0d0cabb9b632d0e5f58467976805cbaa", + "prepared_review_unit_hash": "b6ac7884d38c29d56fe4be76fe80e3bd13e135054cfbee9046059681bd6f1952", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20573,7 +20584,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20582,18 +20593,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH changes, but they address different concrete changes: one is a refactor to make `nemotron_h` inherit GraniteMoeHybrid-like structure, while the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping/tests. They are not the same underlying PR and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Two NemotronH-related PRs, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid and updates conversion mapping, while the other splits/introduces NemotronH dense and sparse variants with docs, auto-mapping, and tests. They are related but not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the more complete and user-facing change set: it introduces the dense/sparse model split, updates auto mappings, docs, and tests. PR 45115 is a narrower refactor focused on inheritance and conversion mapping.", + "canonical_pr_reason": "pull_request:45569 is the broader, more central NemotronH-family change, covering the new dense/sparse model split and associated registration/docs updates.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative because it captures the broader final implementation surface for NemotronH and is more likely to be the one to keep as the primary tracking PR.", + "best_pr_reason": "pull_request:45569 is the best representative because it makes the larger functional/model-structure change and subsumes most of the user-facing NemotronH work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH internals, but the diffs point to different changes: 45115 refactors the existing model to inherit GraniteMoeHybrid-style components and adds conversion mapping, while 45569 introduces separate `nemotron_h_dense`/`nemotron_h_sparse` implementations plus docs and tests. They are related, not the same code-path fix/change." + "reason": "Different underlying changes: 45115 is a refactor/conversion-mapping update to inherit GraniteMoeHybrid, while 45569 adds distinct dense/sparse model variants, docs, auto mappings, and tests. They are related by subsystem but not the same concrete fix and would not plausibly merge into one duplicate PR." } ] }, @@ -20607,7 +20618,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20623,12 +20634,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "c1d1ffe1c05cc971c50045e57c7f353238bb8113c434d4ccd9806c1e6df1d661", + "prepared_review_unit_hash": "2f62fea8c5e4facf0ed267ff5b39842a3b74f5788cd3e115599f5adff1407c7f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20636,7 +20647,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20645,18 +20656,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are closely related pieces of a larger heterogeneous-model feature, but they are not the same change: one adds per-layer config infrastructure, while the other adds broader heterogeneous modeling support that consumes that infrastructure. They should not be treated as duplicates.", - "confidence": 0.87, + "summary": "These are related but not duplicates: PR 45333 adds the heterogeneous config layer, while PR 45332 builds on that with model/cache-side per-layer behavior. They target the same feature area but different concrete changes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change and the better representative of the heterogeneous-model work, since it includes the modeling/cache updates and tests in addition to heterogeneous config plumbing.", + "canonical_pr_reason": "PR 45332 is the broader umbrella PR and includes the downstream modeling/cache changes, so it is the best single representative of the feature work.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best overall representative because it covers the concrete runtime behavior changes, not just the config-layer API foundation.", + "best_pr_reason": "PR 45332 is the best overall PR because it covers the more complete end-to-end heterogeneous model support, not just configuration plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying code-path change. #45333 adds heterogeneous per-layer config support; #45332 builds on that with model/cache behavior and broader modeling integration. They could be part of one roadmap, but they are not duplicate PRs." + "reason": "Related feature work, but not the same underlying change: 45333 adds per-layer config support, while 45332 adds model/cache behavior on top of it. They are complementary rather than duplicate fixes." } ] }, @@ -20670,7 +20681,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20686,12 +20697,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c64563d5d7767cb0d6fdd5551dfed37e59582a4d15c59fcbdb81a7f4ba8b21dc", + "prepared_review_unit_hash": "79cc6056add677d5cca18f54411984f5938077aa6c295802795e17cd7456e01f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20699,7 +20710,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20708,18 +20719,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds specific typing protocols/aliases for `modeling_utils` and related helpers.", - "confidence": 0.91, + "summary": "Both pull requests are about typing work in Transformers, but they address different changes: PR 45415 adds broad type-checking suppression/cleanup across many files, while PR 45425 introduces typing protocols and aliases used by specific model/PEFT code paths. They are related by theme, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change; it introduces concrete protocol/alias support for specific code paths rather than a repo-wide type-checking sweep.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrow, concrete goal and clearer mergeable scope. PR 45415 is a broader type-checking cleanup, not the same underlying change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They are both typing-related, but they fix different things: 45415 is a wide annotation/type-check sweep with pyproject ignores, while 45425 adds specific typing protocol/alias support in a different area. Shared filenames alone are not enough to treat them as one PR." + "reason": "Shared typing-related scope is too broad; 45415 is a repo-wide type-checking cleanup, while 45425 adds specific protocol/type-alias support for modeling_utils/peft. They do not fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -20733,7 +20744,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20749,12 +20760,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "983c8afcbdad17fa15f32a64bcd4f9a8edf4e75beb8446d00b68f93142dbc5cf", + "prepared_review_unit_hash": "119e5e53f2c7bad4831b7fdae5d1c2c4dd19caadb264a6ee220d6261ac88237c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20762,7 +20773,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20771,18 +20782,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates: one fixes Mamba2 cache handling for seq_len > 1, while the other fixes multi-token cached forward in Qwen3.5/Qwen3-next/OLMO hybrid linear attention paths.", + "summary": "These are two separate pull requests fixing cache/sequence-length behavior in different model families and code paths, not a duplicate pair.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the tighter representative fix: it targets one explicit issue and a single concrete cached-forward bug in Mamba2.", + "canonical_pr_reason": "PR 46084 is the cleaner representative: it has a single-model focus, a specific explicit issue target, and a narrowly scoped fix for `use_cache` with `seq_len > 1` in Mamba2.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the best standalone PR candidate because it is narrowly scoped to one code path and one bug, making it easier to review and merge as-is.", + "best_pr_reason": "PR 46084 is the best single PR to represent the cluster because it is the most concrete, self-contained bug fix; PR 45513 is broader and touches multiple Qwen/Olmo model implementations.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different cache bugs: 45513 changes linear attention cached forward across Qwen/OLMO variants, while 46084 fixes Mamba2 use_cache behavior for seq_len > 1. They are not the same underlying change and would not plausibly be merged into one PR." + "reason": "Different architectures and different bugs: 45513 fixes multi-token cached forward in Qwen3.5/Olmo hybrid linear attention, while 46084 fixes Mamba2 cache handling when `seq_len > 1`. They do not look like the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -20796,7 +20807,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20812,12 +20823,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "d4f9b95a8cdef00e2d73087287f1d118044015da6458b9c1ef04b670c23abe6a", + "prepared_review_unit_hash": "2745d7902dda83b26607ed900b804128c224a1698b6f4ad0250331c759689ddb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20825,7 +20836,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20834,18 +20845,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both mention expert parallelism, but they fix different loading-time failures: one removes `distributed_config` from config serialization and adds an EP flag helper, while the other prevents expert parameters from being overwritten during sharded loading/broadcast. They are related by subsystem, not the same underlying bug.", - "confidence": 0.93, + "summary": "Both PRs relate to expert parallelism, but they fix different bugs and different code paths: #45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 targets EP + FSDP2 experts being overwritten by rank-0 broadcast. They should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical PR candidate because it addresses a concrete, clearly bounded code-path bug in parameter loading/sharding with a targeted fix, whereas #45548 is narrower and more about config serialization plus an EP helper.", + "canonical_pr_reason": "#45662 is the more concrete, self-contained bug fix: it addresses expert parameters being overwritten during distributed loading. #45548 is a separate loading/config serialization change for a different failure mode.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone representative of the cluster: it has the clearest symptom-to-fix relationship and the most specific, actionable change set for expert-parallel loading correctness.", + "best_pr_reason": "#45662 is the stronger representative PR because it has a clear, specific symptom and a focused patch on the affected load path. #45548 is related only at a broad EP level, not the same underlying defect.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both touch EP-related loading, but #45548 is about serializing `distributed_config` and exposing `has_ep`, while #45662 fixes expert params being overwritten via rank-0 broadcast/post-shard wrapping. Different bugs and code paths." + "reason": "Both involve EP, but #45548 fixes accelerate/ZeRO-3 loading and config serialization, whereas #45662 fixes FSDP2 rank-0 broadcast overwriting experts. Different bugs and code paths." } ] }, @@ -20859,7 +20870,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20875,12 +20886,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "98635dc2181ef67d24d9e38c2a72e695684ceed1e1144f82431e43e06b477060", + "prepared_review_unit_hash": "20ff59c90f4178dad6fa9c40a8a1a1a8636ebb9c1095bbb5162142020ca8aa72", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20888,7 +20899,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20897,18 +20908,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info/debug-log collision in `testing_utils.py`; PR 45645 is the broader, more complete fix because it also updates CI to read multiple worker-specific files.", - "confidence": 0.86, + "summary": "Both PRs address the same xdist-related captured_info logging problem in `testing_utils.py`; 45645 appears to be a superset that also updates CI log collection, so they are close enough to treat as the same fix family.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR: it implements the core xdist-safe output change and also preserves CI/debug-log collection across worker-specific files, making it the more complete version of the fix.", + "canonical_pr_reason": "PR 45645 is the broader, more complete change set: it includes the xdist-safe `captured_info` fix in `testing_utils.py` plus the CI/workflow adjustments needed to preserve and aggregate the resulting debug logs.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the cluster because it covers the same underlying bug as 45639 plus the necessary downstream CI handling.", + "best_pr_reason": "PR 45645 is the best representative because it covers the core artifact-collision fix and the downstream CI handling, making it the most comprehensive implementation of the underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision bug for captured_info artifacts/debug logs; both modify the same core testing utility path and could plausibly be combined into one PR, with 45645 adding CI consumption of the new per-worker files." + "reason": "Same underlying xdist collision bug for `captured_info` artifacts; 45645 contains the same testing_utils change and extends it with related CI log collection, so these could plausibly be merged into one PR." } ] }, @@ -20922,7 +20933,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20938,7 +20949,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "4f0698070b82f042cb9a809569bd1fd1eddb05f1eaa3d359ea5ba1d88a5553e4", + "prepared_review_unit_hash": "07e010cd2c63c79cb43f6f282484488ba45cb9256766240572e13edd9611d723", "component_budget": { "node_count": 2, "item_count": 2, @@ -20960,18 +20971,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are unrelated: one adds a model mapping entry for glmasr in AutoModel, while the other adds attn_implementation dispatch support for RecurrentGemma across modeling/tests/docs.", - "confidence": 0.96, + "summary": "These PRs touch unrelated areas: one adds GLM-ASR to AutoModel mappings, while the other adds attn_implementation dispatch support for RecurrentGemma. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46320 is the stronger representative because it makes a broader functional change with code, tests, and docs around RecurrentGemma attention dispatch; PR #45670 is a small auto-mapping tweak.", + "canonical_pr_reason": "pull_request:46320 is the stronger standalone PR: it implements a concrete feature across model code, conversion mapping, docs, and tests. pull_request:45670 is a narrow model-registry tweak and is less representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the best standalone PR in this cluster since it addresses a concrete feature gap and includes supporting test/doc changes.", + "best_pr_reason": "pull_request:46320 is the best representative PR in this set because it has the broader, more substantive change and clearer technical scope.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different code paths and different changes: AutoModel registration for glmasr versus RecurrentGemma attention-dispatch support. They are not the same underlying bug or mergeable as one PR." + "reason": "Different models and code paths: GLM-ASR AutoModel registration vs RecurrentGemma attention-implementation dispatch. They do not describe the same bug or change." } ] }, @@ -20985,7 +20996,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21001,7 +21012,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "f43233804fde09d37570e1f8d0f5b893888fc4363a1b0bb21fe854dfe88d1d89", + "prepared_review_unit_hash": "c0316303a8a408734a541500555fb7d58a562d8103a5015e5c5d57911e6c67c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21023,7 +21034,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are both linter/modeling-rule work, but they address different rules and completely different code paths: TRF003 for return-tuple behavior in text/audio models vs TRF018/TRF016 for dead do_* flags in image/video processors. They are not duplicates and should not be merged as one PR.", + "summary": "These are two unrelated linter/modeling-rule pull requests: one implements TRF003 around tuple-return behavior in text/audio model forwards, and the other adds TRF018 for dead do_* flags in image/video processor overrides. They share some model filenames but not the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21034,7 +21045,7 @@ "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: one updates forward/return_dict handling across many text/audio model files, the other adds a modeling rule about image/video processor boolean flags and touches a different set of files. Shared subsystem/linting theme is too broad to treat as the same fix." + "reason": "Different lint rules and different code paths: TRF003 adjusts forward signatures/return behavior in model classes, while TRF018 checks consumption of do_* flags in image/video processor overrides. Shared filenames are incidental, not the same fix." } ] }, @@ -21048,7 +21059,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21114,7 +21125,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21133,12 +21144,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "9cfd9c0a10f37088968d16962c2760904c41400d76f6af64c2880633cee3831f", + "prepared_review_unit_hash": "f5bbf5e4d722643a9bdd510472197417c1ad2dd811e232a1893c52bee2d5e6c8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21146,7 +21157,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21155,30 +21166,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are about enabling SDPA dispatch, but each targets different model implementations and code paths. They are related in theme, not duplicates.", - "confidence": 0.97, + "summary": "All three pull requests are about adding SDPA dispatch support, but they target different model families and distinct model-specific code paths. They read as parallel feature ports, not duplicate fixes or mergeable one-PR equivalents.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest and most central representative of the SDPA-dispatch theme, covering multiple speech/model families rather than a single narrow model.", + "canonical_pr_reason": "PR #46196 is the broadest and most complete of the three, covering multiple related model implementations and tests, so it is the best representative of this SDPA-dispatch cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest cluster representative because it spans several model implementations and has the most substantial review/activity signal, while still being a concrete SDPA dispatch change.", + "best_pr_reason": "PR #46196 has the widest scope and strongest evidence of a finished implementation, making it the most suitable overall representative among these closely themed PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different model families (CTRL vs T5) and separate implementation paths; they share the same feature goal but not the same underlying bug or code change." + "reason": "Both are SDPA-dispatch feature PRs, but one is for CTRL and the other for T5; they modify different model implementations and are not the same concrete code-path change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL-specific SDPA support is unrelated to the wav2vec2/seamless M4T code paths in the other PR; these are distinct patches and would not be merged as one PR." + "reason": "CTRL support and wav2vec2/SeamlessM4T support are separate model-specific ports. Same feature theme, but not a single duplicate bug or a mergeable shared fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and wav2vec2/seamless M4T SDPA dispatch touch different model stacks with different tests and docs, so they are not the same underlying change." + "reason": "T5 SDPA dispatch is unrelated to the wav2vec2/SeamlessM4T set at the code-path level. They are parallel implementations across different architectures, not duplicates." } ] }, @@ -21192,7 +21203,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21208,12 +21219,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "dea348f6e36a8b09d41a8052624fda1a13356862a4ffefed6d2a947736d5c8f3", + "prepared_review_unit_hash": "fc63982e62b1475bad384f3280984a3f8d27f5d28e176671d322f8984aaa5989", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5570, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21221,7 +21232,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5570, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21230,18 +21241,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs, but they are not duplicates: one is a broad distributed branch base and the other is a narrower EP + Trainer integration on top of it.", - "confidence": 0.88, + "summary": "These are not the same PR: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed-branch base carrying many unrelated distributed changes. The shared files look like overlap from a branch stack, not a duplicate fix/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46269 is the broader, more foundational distributed branch change and includes the shared distributed files; it better represents the cluster than the narrower EP integration follow-up.", + "canonical_pr_reason": "#46126 is the more focused, self-contained change; #46269 is a broad base branch with many distributed edits and is not a clean representative of a single underlying change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46269 is the best cluster representative because it spans the main distributed refactor/integration work, while pull_request:46126 appears to be a specific feature layered on top of that base.", + "best_pr_reason": "#46126 is the best representative of the cluster because it targets one concrete feature area and is easier to reason about than the large base-branch PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They overlap in distributed files, but the titles and diffs indicate different changes: 46126 adds EP + Trainer integration, while 46269 is a much broader distributed branch base. Shared subsystems alone are not enough to treat them as the same PR." + "reason": "Reject: the PRs are related through shared distributed code, but they do not appear to fix the same concrete problem or implement the same change. #46269 is a broad base branch, not a duplicate of the narrower EP/Trainer integration PR." } ] }, @@ -21255,7 +21266,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 31, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21271,12 +21282,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "d56c05f003a0face49d0ec0b41127bcc6b0c6fb89b67c2564d958dab584e783e", + "prepared_review_unit_hash": "0fc89b1c460b694013b4c56581e54fc84f6671c727054fa13a375326386024d6", "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 }, @@ -21284,7 +21295,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -21293,18 +21304,147 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs modernize source-reading away from raw file open(), but they touch different modules and different concrete code paths, so they are not duplicates of the same change.", - "confidence": 0.95, + "summary": "These are related in theme (removing file-open source reading) but they fix different code paths: one in `import_utils.py` for resolving package resources, the other in `modeling_utils.py` for `inspect.getsource`-based attention-implementation checks. They should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a clearer, self-contained fix in one code path and includes test coverage.", + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has the more concrete, narrowly scoped source-reading fix and includes tests; PR 46152 addresses a separate implementation path in a different module.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone PR here since it targets a specific implementation check in modeling_utils.py and is easier to evaluate as a complete fix.", + "best_pr_reason": "PR 46207 is the strongest standalone PR: it targets one specific heuristic in `modeling_utils.py`, has clear behavior change, and is more self-contained than the resource-resolution change in PR 46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Reject: they share a broad theme (replacing file-open source inspection), but they fix different functions in different files and do not appear to be the same underlying bug or mergeable into one concrete PR." + "reason": "Same broad theme, but different modules and different underlying behavior: resource traversal in `import_utils.py` vs source inspection in `modeling_utils.py`. Not the same concrete 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": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46323-2", + "nodes": [ + "pull_request:46323", + "pull_request:46359" + ], + "soft_pairs": [ + "pull_request:46323|pull_request:46359" + ], + "prepared_review_unit_hash": "ecfd7cf4ba1ec7f043b1101f48d249bf5975f1c50bde9b3bc20ea0753fdfec56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same slow-tokenizer `convert_tokens_to_ids` regression in `tokenization_python.py` by switching from the property to the cached added-token encoder. PR 46359 is the stronger canonical choice because it includes the same code fix plus a regression test.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46359 is the more complete version of the same fix: it makes the identical hot-path change in `src/transformers/tokenization_python.py` and adds a targeted performance regression test.", + "best_issue_reason": null, + "best_pr_reason": "PR 46359 is best overall because it contains the same underlying bug fix as 46323, but with an added test and a clearer, more specific title.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46323", + "right": "pull_request:46359", + "accept": true, + "reason": "Same concrete code-path fix in `tokenization_python.py` for the added-token lookup performance regression, and the patch could plausibly be merged as one PR; 46359 simply adds coverage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same issue, touch the same file, and make the same core change, with 46359 additionally adding a regression test. The soft-edge accept is conservative and the pair looks mergeable as 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": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46330-2", + "nodes": [ + "pull_request:46330", + "pull_request:46353" + ], + "soft_pairs": [ + "pull_request:46330|pull_request:46353" + ], + "prepared_review_unit_hash": "a138157e5488b89cd2a31b01a5262d3a6cb9595cebb5543dfca57ebeeb1f5949", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the same backend and issue number, but they implement different fixes: one strips an EOS token for `continue_final_message=True`, while the other removes support for `continue_final_message` and raises `ValueError`. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46330 is the more concrete and narrowly scoped fix: it preserves `continue_final_message` behavior by removing a spurious EOS token in the MistralCommon tokenization path, with targeted test coverage. PR #46353 changes the API contract to reject the option entirely, which is a different behavior change rather than the same bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46330 best matches the apparent bug report because it addresses the specific code-path failure around EOS handling when `continue_final_message=True`. PR #46353 appears to be a broader compatibility/behavior decision and is not the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46330", + "right": "pull_request:46353", + "accept": false, + "reason": "Despite sharing the same issue target and files, these PRs propose conflicting solutions: one strips a trailing EOS token, the other rejects `continue_final_message` altogether. They are related to the same option, but not the same underlying bug/change and would not be merged as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 7c254e00a167a53d452732069f0e3451829dd5c5..2d4453eefb05937bb56fa330c37226401577d99d 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260602t180035z", + "analysis_id": "hybrid-model-20260603t000024z", "archived_artifacts": { - "hybrid": "snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260602T180035Z/analysis-runs/hybrid-model-20260602t180035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.json", + "hybrid_reviews": 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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/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..8efa871110f792f5881c5b7321c53948de7f745a --- /dev/null +++ b/snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,21459 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260603T000024Z", + "generated_at": "2026-06-03T00:09:15Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 52, + "status": 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"prepared_review_unit_hash": "175b1e7ccd259605956ec0ded9e352b9a035a7d9aaa320043d0ae12b44b4bf66", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 67, + "serialized_chars": 47825, + "estimated_input_tokens": 11957, + "estimated_eval_tokens": 24170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model-specific bugs, dtype/device issues, docs regressions, and distributed-training failures. The only clear duplicate pair is the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43596 is the best representative of the duplicate ZeRO-3/BERT index-0 out-of-bounds bug: it is specific, clear, and earlier than 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the strongest cluster representative because it captures the shared ZeRO-3/BERT failure mode in the cleanest form.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing Qwen3.5 config field vs streaming chat/completions API error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: GPT-OSS AMD GPU failure vs MPS histogram on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs: image preprocessor/model dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the GPT-OSS AMD GPU issue." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: AMD GPU incompatibility vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and errors: Qwen-3 NVFP4 runtime failure vs AMD GPU issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error vs Qwen3Moe FineGrainedFP8 failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: ONNX export vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed features and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export problem and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 unpacking failure and resume-training/trust-remote-code issue are different." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failure modes." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError reports, but the model/path and root symptom differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and resume-training/trust-remote-code issue are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs: Bert ZeRO-3 init error vs mask/index shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape IndexError and GPT-OSS MoE TP issue are different." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training-resume/trust-remote-code are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert init error does not match the training-resume issue." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Missing pad_token_idx after v5 and resume-training failure are different problems." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch on Jamba vs Bert ZeRO-3 index error are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3/BERT index-0 out-of-bounds failure; 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both are docs cleanups, not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage import error and USE_DISTRIBUTED=0 support break are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral dtype mismatch and MPS histogram Int error are different failures." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and Qwen3.5 SFT embedding unpacking are different." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy call and Qwen3.5 SFT embedding unpacking are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error look similar but are model-specific and not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5, but they refer to different removed content and should stay separate." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Torch autocast dtype mismatch and MPS histogram Int limitation are different." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 SFT trainer failure and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy invocation and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature break are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing FSDP mismatch and GenerationMixin import error are different." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU incompatibility and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy and tensor-mask shape mismatch are different issues." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility problems: torch/transformers versioning vs distributed-disabled build support." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure and USE_DISTRIBUTED=0 support break are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model and trigger differ enough that they are not clearly the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs leftovers from v5 removals; not the same underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage import problem and distributed-disabled PyTorch support are different failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The representative choice of issue:43596 is well supported by the packet, and the cluster summary stays conservative. The only accepted soft edge, issue:43596 vs issue:43638, is a plausible duplicate based on the shared ZeRO-3/BERT index-out-of-bounds error wording. The remaining soft-edge rejections are generally cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43716|issue:46294", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43541|issue:44589", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "cd44865aa3afb16df1241fdbd5d48aa36236624586292d7a3a9bdc89379c2002", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39565, + "estimated_input_tokens": 9892, + "estimated_eval_tokens": 20040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issues. I only see two plausible duplicate pairs: the AutoTokenizer wrong-token-id regression and the Qwen video-input/template regression. Everything else looks like distinct bugs or different code paths.", + "confidence": 0.63, + "canonical_issue_reason": "Issue #45920 is the broadest and most representative report of the shared AutoTokenizer wrong-token-ID regression across multiple model families; #45812 is a narrower Granite-specific instance of the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 best captures the underlying tokenizer regression because it describes the widest affected set and the same v4\u2192v5 breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes: Voxtral processor failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated areas: Liger Kernel cross-entropy usage vs a Qwen video StopIteration error." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug in DeepSeek coder vs documentation/examples drift; not the same underlying issue." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same tokenizer regression: wrong token IDs across model families after the v4\u2192v5 change." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading problem vs outdated RAG examples; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both mention breakage in recent versions, but the concrete problems and code paths differ (remote_code vs USE_DISTRIBUTED=0)." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption vs model implementation loading failure; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading TypeError in init_empty_weights vs outdated examples; unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is a different dependency issue than distributed PyTorch support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different models and likely different config paths." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but the exact failures differ (mask/tensor shape mismatch vs size-0 index error) and likely stem from different paths." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/run failure is unrelated to a table-question-answering task crash." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility is not the same as a pydantic/PretrainedConfig field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Two separate version-compatibility/model-init issues; no shared concrete bug is evident." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure vs pydantic config regression; different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a transformers-chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Init-empty-weights loading TypeError is unrelated to table QA crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 device-mismatch are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure vs an MPS histogram operator error in MoE models; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS Int histogram issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different runtime failures: grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/Transformers version incompatibility is unrelated to Gemma4 device placement." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Similar ZeRO-3 IndexErrors, but they point to different symptoms and model-loading paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is not the same as a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo grouped_mm failure and GPT-OSS TP-only issue are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM is not the same as tied-weights issues on translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are tensor/indexing complaints, but the model/task contexts differ and the underlying bug is not clearly shared." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to the pydantic PretrainedConfig field issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 chat streaming are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is a different issue from Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch 2.4.1 compatibility are different versioning issues." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression: video features/tokens mismatch in the chat-template path across Qwen VL variants." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure vs missing Float8 storage type are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 size-0 loading issue for Bert; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the issue titles: the AutoTokenizer v4\u2192v5 wrong-token-ID regression (#45812/#45920) and the Qwen video input/template regression (#44479/#46294). The remaining pairwise rejections are appropriately cautious and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "aa509e56c36384a155b289a33d57de9dbc5afdbd3c3d2e7b6d0b2dabea58b6cd", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: a few related Transformers 5.x regressions and many unrelated model-specific bugs. The only clear duplicate pair is the non-persistent-buffer corruption regression (43950/44534). No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43950 is the clearest and most general report of the non-persistent-buffer corruption regression in v5, and it subsumes the near-duplicate wording in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best cluster representative because it describes a concrete, actionable regression and matches the only strong duplicate family in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2 quality problems, but one is about text embeddings and the other about AutoModel/pipeline outputs; not the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different failure modes: config unwrapping for multimodal Qwen 3.5/3.6 vs uninitialized rotary embedding memory after meta->to_empty(cuda)." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "One is a TensorBoard-without-TF backend detection issue; the other is a torch/transformers version compatibility problem." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs Qwen3.5 input unpacking failure in trl SFT trainer." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Unrelated bugs: FSDP weight dimensionality error vs Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-model loading, but one is a trust_remote_code cache-path collision and the other loads the wrong custom module after save_pretrained; different bugs." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression vs flash-attn2 fallback gating; no shared underlying defect." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a broader translation-model v5 tied-weights issue." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and failures: gpt-oss perplexity vs GLM5." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is not the same as the v5 tied-weights regression." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen2/3 Moe FP8 config failure is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different issue from tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer algorithm discussion and a removed-docs command mention are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied-weights regressions are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking under trl is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs about the removed run command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: DeepSeek detokenization vs Qwen-3 NVFP4 execution error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3 NVFP4 execution and GraniteMoEHybrid invalid-method calls do not match." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being corrupted/filled with junk during loading/initialization." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc-example errors and SigLIP2 text-embedding degradation are related only at a broad model level, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Same broad theme of buffer corruption, but 43644 is a general non-persistent-buffer junk issue while 43950 is specifically about from_pretrained corruption; not enough evidence of one concrete duplicate." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and mechanisms: Phi autocast dtype mismatch vs Qwen3.5 RLHF NaN/SDPA fallback." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer signature mismatch and Gemma3 ZeRO-3 loading IndexError are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve bad tensor/buffer initialization, but 45902 is a specific rotary-embedding uninitialized-memory bug after to_empty(cuda), not the same from_pretrained buffer-corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage incompatibilities with different error signatures." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and noisy load logging are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related quality complaints, but one is zero probabilities and the other is degraded text embeddings; no concrete same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error message for Voxtral and missing all_tied_weights_keys in MolmoForCausalLM are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 text-embedding quality and tokenization changes across versions are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3_5Moe rotary embedding memory initialization are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is Flash Attention/position_ids packing and the other is CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and int4 quantization OOM are different training/memory problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate family is the non-persistent-buffer corruption regression around 43950/44534, and the remaining soft-edge rejections do not overclaim equivalence from title-level similarity alone. No PR mergeability concerns apply because there are no PRs in the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45923", + "issue:46315" + ], + "soft_pairs": [ + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45715|issue:46315", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43257|issue:43866", + "issue:42915|issue:43872", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "25fb25541cad9ac6b726d0d6705958ddf5a05a053f354f636548be8cad405201", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "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": "Only one soft pair looks like a true duplicate: the v5 docs regression about removed pipeline tasks. The rest are similar at a high level (loading, tokenizer, ZeRO-3, MoE, etc.) but describe different model paths or different failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44509 is the most complete statement of the docs regression, explicitly naming the removed v5 pipeline tasks and matching issue 43827.", + "canonical_pr_reason": null, + "best_issue_reason": "44509 is the clearest actionable issue in the set and the only confirmed duplicate target; it best represents the actual underlying docs bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; different symptoms and likely different fixes." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes; only the broad theme of loading errors overlaps." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import KeyError; unrelated code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one reports lower embedding quality and the other a HF-vs-JAX implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is about noisy messages and the other is a specific tokenizer/model load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Specific missing fields with trust_remote_code is not the same issue as the broader remote_code regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different config/load failures; not the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue is unrelated to Gemma4 device placement mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing import for a model class vs bitsandbytes init keyword incompatibility; different failures." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM4v load failure and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code breakage is unrelated to a Gemma4 device_map forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping logic for add-new-model-like is a different bug from the broader remote_code regression." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs and do not show the same root cause." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and PLE device mismatch are different runtime errors." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash in tokenizer loading is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper cannot run is too broad to treat as the same concrete _torch_extract_fbank_features() bug without stronger evidence." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention unexpected kwargs during loading, but the affected classes and arguments differ and the code paths are not clearly the same." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and an Ovis2 corrupted checkpoint are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FP8 config failure and bitsandbytes init incompatibility are distinct issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient checkpointing not taking effect is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures on Qwen3-family models, but the titles point to different model variants and different missing-weight symptoms; not enough to merge as one bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from position_ids/SDPA fallback and a flash_attention s_aux AttributeError are unrelated failures." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both describe the same v5 docs regression: pipeline task references that should have been removed." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair is the docs regression between 43827 and 44509, which is supported by the titles and the deterministic accept flag. The other verdicts appropriately avoid merging superficially similar issues that appear to involve different models or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45305", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756" + ], + "prepared_review_unit_hash": "20925b8a4c9ac9c36bcb9e71fa331e4307618724a63ea4db1a1e51258d4d4dd2", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37673, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is an overbroad, heterogeneous cluster: most items are unrelated regression reports across loading, training, multimodal, and model-specific paths. I only see two true duplicate pairs here: the Transformers 5 custom model initialization reports, and the SigLIP2 bad-output reports.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest, clearest report in the custom-model-initialization subcluster; issue:43645 is a narrower notebook-specific variant of the same regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue overall because it describes the underlying custom-model initialization regression in the most general, reusable way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence of the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer kwarg mismatch vs tensor-mask shape mismatch; unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed, but one is MoE weight conversion and the other is gradient averaging; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but they report different models and different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Similar error shape, but different reports/models and not enough evidence of one root cause." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video/Qwen regressions, but the concrete failures differ (video input regression vs StopIteration in embedding/video loading)." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and symptoms: cache/group-type crash vs model checkpoint loading failure." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Same broad area (tokenizer/model loading) but different models and distinct errors." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training error vs image processor segmentation-map bug; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position handling, but they affect different models and different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support request vs autocast dtype mismatch; unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 attention KeyError and the other is a device mismatch in PLE." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF versus sliding_window regression; no shared concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer regression vs long OCR index error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different crash mechanisms; not the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is just the notebook-specific manifestation." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video generation StopIteration vs MPS histogram not implemented for Int; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8 MoE failure vs meta-device loading regression; different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5, but one is video inference and the other is TRL embedding unpacking; not duplicates." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class vs meta-device loading regression; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel run failure vs GGUF model support request; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import issue vs Qwen3MoE FP8 issue; different failures." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/model-like command issue vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression vs Kosmos2.5 long-input index error; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 checkpoint producing bad inference outputs; the two reports differ in wording but point to the same model behavior regression." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different Qwen3.5 video bug vs generic mask/tensor shape error; not the same issue." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage vs Whisper empty-transcription failure; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Config loading strictness issue vs config validation change for a tiny-random model; distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed Zero3/Bert index error vs tokenizer-mapping add-new-model-like failure; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Zero3 init index error vs tokenizer-mapping issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug vs mask/tensor index mismatch; no shared root cause." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload-related, but one is a device_map dequantized-load failure and the other is a Strix Halo mmap OOM mitigation request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the custom-model initialization pair (43645/43646) is clearly the same regression with one notebook-specific report, and the SigLIP2 pair (38175/43994) is a plausible duplicate at the level supported by the titles. The remaining soft-edge verdicts stay conservative, generally distinguishing different models, subsystems, or failure modes without overclaiming. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:41720|issue:42915", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44488|issue:44991", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "425b4e697c8085d452546d33062b60f01d5aed5ede854620875dd69fcb2013b5", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37340, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers regressions. issue:43644 is the clearest canonical case and issue:44534 is a safe duplicate of it. The resize_token_embeddings reports in issue:45276 and issue:45335 look related by symptom, but the evidence only shows similar behavior across different model families/embedding paths, so they should be treated as related regressions rather than a confident duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue: it describes the bug most clearly, has follow-on references, and is directly duplicated by issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative of the cluster because it is the most concrete, mergeable regression and anchors the one clear duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a zero-probability symptom and the other is a docs/example mismatch plus quantization failure; not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failure modes: LoRA/Qwen3 MoE compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both are flash-attention related, but the reported crashes and root causes are model-specific and not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: CUDA assert during auto device mapping vs FineGrainedFP8Config failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen3.5, but one is ZeRO-3 loading and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they are different repositories/models and no shared concrete bug is evident." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated problems: Qwen3 MoE LoRA compatibility vs Gemma4 token embedding resize propagation." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math and optimizer argument handling are separate code paths." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical regression: Transformers v5 fills non-persistent buffers with junk; the titles describe the same bug and a single fix could cover both." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated performance/loading issues." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a broken example and the other is nonsensical inference output; not enough evidence of one underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different symptoms and targets." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and code paths (LlamaTokenizer vs AutoTokenizer/Granite)." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight-conversion issue and GLM-4.7 Flash unit-test loading issue are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory usage vs quantized offloading behavior are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA/hf4.x-to-hf5.x compatibility and a Qwen3-VL shape mismatch are distinct loading problems." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different root causes: MoE training memory usage vs increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but non-persistent buffer junk and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is illegal memory access from 3D position_ids and the other is an AttributeError on s_aux=None." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are model loading failures, but they concern different model families and no shared concrete code-path bug is shown." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and init_empty_weights argument handling are separate serialization issues." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "They share the same API symptom, but the evidence only shows similar resize_token_embeddings behavior in different model families/embedding paths, so this looks related rather than a clear duplicate." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are different model classes and there is not enough evidence they share one exact bug fix." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example/documentation problems and GLM5-specific issues are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading failures are different problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different model/tokenizer load failures; only a broad 'cannot load model' symptom overlaps." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is an FSDP2 attention state bug and the other is config unwrapping for from_config." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and int4 CUDA reserved-memory growth are related only at a very high level, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical/best issue choice around issue:43644 is well grounded, and the 43644\u219444534 duplicate verdict looks safe. However, the summary and soft-edge call on issue:45276\u219445335 are a bit too strong for the packet: the evidence shown is only a high title similarity and a shared API symptom across different model families/targets. That reads more like a plausible related regression than a clear duplicate pair, so I\u2019d want the wording softened rather than calling it a second clear duplicate. The rest of the negative verdicts are conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "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:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46315" + ], + "soft_pairs": [ + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45812|issue:46315", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "efa831b3a717936196e02d15105896fbdce2f1003b9d00a961e37eb34c76204f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37556, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single-issue regressions. The only clear duplicate-like cluster is the resize_token_embeddings regression across 45276/45292/45335; the rest differ by model, code path, or symptom too much to merge.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45292 is the broadest and most central formulation of the resize_token_embeddings bug; it captures the shared failure mode without model-specific narrowing, making it the best hub for the duplicate cluster with 45276 and 45335.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best overall issue candidate because it describes the shared core regression in the most generic way and is the cleanest representative of the only accepted duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different failures: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and symptoms: AudioFlamingo3 batched inference leak vs Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "One is an init_empty_weights argument regression; the other is an mmap/OOM platform issue. No shared code-path." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve model loading/quantization, but the affected models and failure modes differ too much to be the same bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated model-specific GLM5 topic versus a generic sinq save_pretrained/from_pretrained regression." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is Strix Halo mmap behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective training behavior with PEFT LoRA and the other is an eval-mode prohibition." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying regression: resize_token_embeddings fails to update the model's relevant output/embedding modules; 45276 is a Gemma4-specific manifestation of the generic 45292 bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash load failure and Qwen3.5 save_pretrained checkpoint regression are different model families and different stages of the pipeline." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "No duplicate relation: eval-mode gradient checkpointing restriction is unrelated to Qwen3.5 RLHF NaN/SDPA fallback instability." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained and custom models, but one is about read-only file permissions while the other is about loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash is a different code path from Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is unrelated to AudioFlamingo3's batched inference token/embedding leak." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL/Qwen3.5 models is not the same as strict granite_speech config loading." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "meta-device loading breakage on some models is a different bug from Strix Halo mmap-induced OOM." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Transformers 5.0.0 and Trainer max_steps resume math are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer correctness regression and tokenizer slow-path performance regression are different bugs; same area, not same issue." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom model initialization breakage is unrelated to extra_state save/load handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: 45292 covers output_embeddings generally, while 45335 shows the decoder.embed_tokens manifestation in t5gemma." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "dtype mismatch under autocast for Phi-tiny-MoE is not the same as meta-device model loading failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model-specific loading/tokenizer issues; no evidence they share a single defect." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are distinct compatibility problems." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE loading with accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenizer version-dependent tokenization changes are different areas and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern Transformers 5.0 custom models, but one is base_model_prefix loading and the other is Jupyter notebook initialization; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type and non-template node compilation are separate backend/compiler issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility problems are unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and Qwen3.5 PagedAttentionCache crash are different underlying problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted cluster is the closely related resize_token_embeddings trio (45276/45292/45335), and the other pairwise rejections are justified by clearly different titles, models, or failure modes. No soft-edge verdict appears to overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:39404|issue:44671", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:46050|issue:46326", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915" + ], + "prepared_review_unit_hash": "48e3576fa983ba319b1101af7201bff61a0853be119a7f4254a066dd78a2e3f9", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are semantically related by broad Transformers v5 / loading-regression themes, but none of the soft pairs appear to be the same concrete bug or change. I rejected all soft edges and picked a broad v5 model-loading regression as the best representative issue.", + "confidence": 0.21, + "canonical_issue_reason": "issue:43611 is the most representative broad regression here: a concrete Transformers v5 loading breakage affecting model instantiation, which is closer to the cluster\u2019s shared theme than the more specialized reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the clearest, most general issue among the set and best fits the overall theme of v5 compatibility regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different APIs and failure modes: torch.export/torch_compilable_check vs Perceiver image classification with interpolation." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Different models and symptoms: Whisper pipeline return_language regression vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline task deprecations and unrelated behavior gaps." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated bugs: Qwen video-input regression vs a generic mask shape mismatch IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths and errors: Float8 storage lookup vs template-node compilation failure." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Different problems: Torch 2.10 compatibility vs TRL Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Both involve loading/saving, but one is extra_state handling and the other is composite config unwrapping." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen variants and distinct loading failures: FineGrainedFP8Config vs weight-shape mismatch." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Different tokenizer/model-loading bugs with no shared concrete code path." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed zero3/Bert index error vs flex_attention compilation on newer torch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different subsystems: model/pipeline output quality vs ModelOutput key assignment semantics." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer issues: CamemBERT MLM outputs vs EMBEDDIA/est-roberta tokenizer loading." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loading failures for different models and different root causes." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenizer-related behavior, but the concrete bugs and affected flows are different." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Different models and problems: XLNet CPU placement bug vs Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper language-return regression and CamemBERT MLM predictions are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different loading bugs for different tokenizers/models; no same code-path evidence." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different low-level issues: Apple Silicon warmup TypeError vs HF initialization flag breakage." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different features entirely: tokenizer mapping/model template generation vs flex_attention compilation." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but they affect different mechanics: model loading prefix handling vs non-persistent buffer contents." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Unrelated issues: perplexity regression vs runtime special-token/post-processor update behavior." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError has no relation to Whisper pipeline language return." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and continue_final_message tokenizer behavior are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different models and failure modes; no shared concrete underlying defect." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 PagedAttentionCache group-type crashes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug and multi-image iterable-dataset finetuning failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:40444|issue:46326", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "b80d835b49d00dce39d9e7d93457e2a18a315c5c01a76ce3f17cbf600075ce6c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37943, + "estimated_input_tokens": 9486, + "estimated_eval_tokens": 19228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers regressions (tokenizers, model loading, generation, audio, vision, export, serialization). The soft-similarity pairs are mostly superficial and do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest regression in the set and the closest anchor for the custom-model initialization / v5 breakage subtheme, even though the cluster as a whole is not a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44991 is a concrete, reproducible tokenizer-loading regression with a clear version scope, making it the strongest standalone representative among these mixed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both touch Whisper/token handling, but one is about batch_decode skip_special_tokens and the other about empty transcription after align_special_tokens; different failures." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache group-type handling on Qwen3.5." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to Jinja/template compilation failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward is a different code path from StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "One is gguf_file support breaking tokenizer/model loading; the other is Qwen2.5-GGUF loading failure in v5. Different concrete issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction issues, but one is unsupported center arg in LasrFeatureExtractor and the other is a _torch_extract_fbank_features problem." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading regressions: missing all_tied_weights_keys on Molmo vs failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload dequantized-model loading is unrelated to Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states regression and Qwen2.5-VL rope-index scaling are distinct model behaviors." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to notebook custom-model initialization breakage." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method call are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging/install issue for TensorFlow is not the same as a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default mismatch is unrelated to MIMI encoder padding-mask batching behavior." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures under v5, but they affect different models and do not indicate the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is a different issue from StaticCache.get_seq_length() type contract breakage." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is unrelated to device-dependent save_pretrained serialization of lm_head.weight." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP model/pipeline output quality issue is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise regression and Mistral regex patch crash are not the same underlying bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different failing models and symptoms: Molmo missing tied-weights metadata vs EMBEDDIA/est-roberta tokenizer load failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to template compilation errors." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask bug is unrelated to DAC.from_latents mismatch with the forward pass." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization breakage is different from non-persistent buffer junk fill regression." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export incompatibility with torch_compilable_check is unrelated to OmDet-Turbo processor input resolution mismatch." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable dataset failure is unrelated to continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to MobileLLM-125M key errors during model loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46326" + ], + "soft_pairs": [ + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:44062|issue:44987", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:44977|issue:46326", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43746|issue:46326", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:45538", + "issue:44291|issue:44589", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "45a4756717ea996f704f1fc12e4e3d7b0eeaede7e35b664149bfcebc9f2c8183", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36735, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, but most items orbit recent Transformers v5/v5.x loading/tokenizer regressions. There isn\u2019t a single exact duplicate pair among the soft candidates; they\u2019re mostly adjacent but distinct bugs.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the best umbrella issue: it captures the broad \"recent transformers versions break models using remote_code\" regression category that overlaps many of the loading/tokenizer/model-init failures here, while staying more general than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global anchor for triage because it covers the widest user impact across this cluster\u2019s regression-heavy loading failures, even though the cluster is not a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5-era model initialization/loading, but one is Qwen3Moe + FineGrainedFP8Config and the other is a generic init_empty_weights/_is_hf_initialized TypeError; different failure modes." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage is a loading regression; Strix Halo mmap OOM is a memory-policy issue. Not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are both dtype-related, but they are distinct code-path problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both concern weights, but one is lm_head tying in Mistral3 and the other is LoRA merge with extended vocab causing collapse; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and loading physical-intelligence/fast are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading failure and non-persistent buffer junk are separate Transformers v5 regressions with different mechanisms." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different model/config bugs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens method conflict and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are VL regressions, but one is video input handling and the other is still-image temporal position scaling; different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46326", + "accept": false, + "reason": "Flash-attention generation failure and mistral_common continue_final_message tokenizer behavior are different layers of the stack." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is an environment/version issue; loading noise is just a UX/logging issue." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on WikiText and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and tokenizer continue_final_message are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training reports, but multi-GPU training and iterable-dataset/multi-image prompt failure are not the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update for modified special tokens and add_special_tokens BOS/EOS not being added are distinct tokenizer issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise and tokenizer loading failure for EMBIDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized breakage and non-persistent buffers being filled with junk are separate v5 regressions." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 and remote_code loading regressions are different problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing supports_gradient_checkpointing on a trust_remote_code variant are related only loosely; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one ignores tokenizer.json from the repo while the other silently produces wrong token IDs for Granite models; not the same failure." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both cause bad training behavior, but flash_attention_3 degeneration and single_label_classification zero-loss are distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image failure and still-image rope-index scaling are different vision-language bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and Float8 storage lookup are both load-time failures but from different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload load failure and Qwen3 MoE memory inefficiency are both memory-related, but not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are separate issues." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight/temporal-attention bug and Qwen3.5 save_pretrained visual-key regression 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": 18, + "review_unit_index": 11, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43761|issue:44079", + "issue:44387|issue:44617", + "issue:35707|issue:40444", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44568|issue:45920", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:44186|issue:44265", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "764d3ad48b9b8d6711f50890f0826c2ef820c6342bd2d4c6bda8453ce4cefee9", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers regressions; the packet supports only one accepted soft duplicate pair, issue:45325 \u2194 issue:45381, while the rest remain distinct bugs in different models or code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45920 is the broadest active regression report in the set, spanning wrong token IDs across multiple models and serving as the most representative issue anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 has the widest scope and strongest cross-model signal, so it is the best single issue to anchor this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve backend/TensorFlow-adjacent failures, but the packaging extra issue and the undefined tf backend/tensorboard issue have different root causes." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer/Voxtral error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking bugs, but they affect different models and symptoms and do not look like the same underlying code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Mistral tokenizer regex crash are completely different components." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the init_empty_weights/_is_hf_initialized constructor regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failure from torch_compilable_check is a different bug from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and custom model initialization are different failure modes." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage and bfloat16 dtype mismatches are separate regressions." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution classification failure are different vision-model bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TF backend packaging and PaddleOCR-VL loading in vLLM are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing issues, but they concern different models and different failure types." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper inference failure and meta-device loading regressions are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but generation breakage and serialization inconsistency are not the same concrete issue." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Generic ModelOutput key assignment and non-persistent buffer junk initialization are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-GGUF loading failure are different regressions." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning and video vision_position_ids regressions are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id computation problem in v5.3.0, covering still-image and video paths of the same code path." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk initialization is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is a forward-pass issue, not ModelOutput key bookkeeping." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is unrelated to Sam3Video OOM." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures in torch_compilable_check models." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized constructor arg and strict granite_speech config loading are separate init/config regressions." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Mdeberta special-token insertion is a different tokenizer regression from the broader wrong-token-IDs issue." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 CUDA assert and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents mismatch are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight-tying failure and Bamba torch.compile/SDPA failure are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures do not share the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level framing is mostly conservative, but the summary overstates the evidence: the packet only supports one accepted soft pair (issue:45325 \u2194 issue:45381), not \u201ctwo soft pairs look like true duplicates.\u201d Please revise the summary to match the actual verdicts and keep the scope claims tightly grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 12, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:46305|issue:46315", + "issue:39692|issue:40444", + "issue:43881|issue:44488", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:40990|issue:45584", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:43881|issue:44991", + "issue:34634|issue:35707", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:42175|issue:46291", + "issue:44423|issue:45406" + ], + "prepared_review_unit_hash": "54efbc9af86d566cc53186450aa8f3e296be9b425f5fbb379d0fa3d70d62e909", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37954, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of mostly unrelated model-, tokenizer-, and trainer-specific bugs. None of the soft pairs is strong enough to treat as the same underlying issue; the closest matches are broad theme overlaps (offloading/quantization, serve/multimodal, Gemma variants) but not the same concrete code-path failure.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the cluster: it\u2019s open, has the most inbound references, and captures the shared offloading/quantization failure mode better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is open, active, and spans the widest user-facing symptom area in this set; the others are narrower product/model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one masking bug vs tokenizer conversion slowdown; different subsystems and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc/example errors for SigLIP2 vs finetuning failure on Qwen2.5-VL IterableDataset; unrelated models and code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models with no evidence of the same root cause." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve inputs/shapes, but one is padding-mask correctness in MIMI and the other is processor image size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying bug vs dtype mismatch bug; no shared concrete fix path." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on a language model vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion/load issue vs missing gradient-checkpointing flag; different mechanics." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but 43317 is a specific device_map/dequantized-model load failure and 43873 is a broader quantization offload symptom; not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field after v5 update vs composite config unwrap bug; different config layers and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Model perplexity anomaly vs gradient checkpointing ineffectiveness; unrelated training/inference issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are shape/resolution-related, but one is batched encoder padding and the other is Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization bug vs tokenizer-version behavior change; no shared code-path evidence." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in generation vs packed-weight unpacking during accelerate loading; unrelated model internals." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Video/VL position-id scaling bug vs slow slow-tokenizer conversion; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen generation failures with different triggers (device-map assert vs flash-attention behavior)." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is lm_head.weight device-dependent and the other is visual encoder key saving for Qwen3.5." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer-loading regression vs kernels package import requirement; unrelated dependency paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "ImageProcessor label reduction bug vs missing tied-weights attribute on a model class; different layers entirely." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Script execution failure vs Qwen3MoE FP8 config failure; no shared underlying bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset issue vs generation with inputs_embeds/past_key_values; unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision in forward vs Gemma4 device_map auto mismatch; same family name, different bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 image-text generation vs Qwen3.5 save_pretrained key regression; different models and fixes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenizer version-dependent tokenization change; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading failure vs tokenizer loading failure; different config/tokenizer layers." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure vs accelerate packed-weight loading failure; no common code path." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer API mismatch vs Qwen3MoE FP8 config failure; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature break vs script execution problem; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency omission vs kernels import/version requirement; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve with multimodal models, but the failing attributes and components differ too much to merge as one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 13, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29159", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44610|issue:44898", + "issue:43749|issue:44534", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:45632|issue:45684", + "issue:43322|issue:46050", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:44671|issue:44743", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:43550|issue:43653", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "dfa90258b54c5d7c88baa169e109b4d26168e37d88a1f7a2afd6997ff4b1d2f4", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35637, + "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 broad and mostly contains unrelated tokenizer, loading, quantization, offload, and model-specific regression reports. None of the soft pairs look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest and most central regression in the set, with multiple references and discussion, and it best represents the offloading/loading-related portion of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest triage signal in this cluster (activity, inbound references, and a clear reproducible loading/offloading symptom), making it the best anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different problems: int4 quantization OOM vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload themed, but one is quantization offloading and the other is mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision input sizing, but they affect different models and different failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to an image processor/model input-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different code paths: SDPA/torch.compile failure vs CPU offload device mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava loading segfault and sinq save/load corruption are different failure classes." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenizer/version regressions, but one is processor.tokenizer/images handling and the other is a general tokenization change report." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to Llava Next load segmentation faults." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a model benchmark is not the same bug as tokenization changing across versions." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-mapping crash and a 3d_parallel.py run failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different GPT-OSS/Qwen3 execution issues and different symptoms; not one underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is unrelated to kernels import requirements." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different code paths." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels version/revision import error." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to StableLmConfig pad token indexing." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only load error are different failures." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two different tokenizer/model crashes with different task-specific failure modes." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor update bug is not the same as Granite token IDs being wrong." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v model loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow-vs-fast tokenizer inconsistency is not the same as the T5 add_special_tokens conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are unrelated API bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "SDPA/torch.compile failure for Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading 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": 18, + "review_unit_index": 14, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44843", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46291" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:44514|issue:44545", + "issue:41720|issue:43746", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:33666|issue:35707", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:45663|issue:45923" + ], + "prepared_review_unit_hash": "49d4b84d045584512444ba91341ae6c3b72a8f66605deed96bdc3a2a73f6e428", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36679, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with two real duplicate pairs: the Qwen2_5_VL batched apply_chat_template crash, and the HF_HUB_OFFLINE tokenizer-loading regression. The rest are topic-adjacent at best, but not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44514 is the best canonical issue because it cleanly matches 44545 on the exact same Qwen2_5_VLProcessor batched-input/padding=False crash and is the clearest representative of that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the strongest overall issue candidate: it names the exact processor, trigger, and failure mode, making it the most precise representative of the only exact duplicate edge in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different components and failures: image segmentation map handling vs BarkProcessor voice_preset behavior." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated problems: Qwen3.5 paged attention crash vs kernels import/version requirement." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Both involve tokenization behavior, but one is runtime post-processor updates and the other is a broad version-change report; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and failure modes: FineGrainedFP8Config vs Llava Next segfault." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation-style issues, but they concern different pages/content and not the same change." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gather-for-metrics label truncation is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning is unrelated to the multimodal token counting video-branch NameError." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-verbatim duplicate: same Qwen2_5_VLProcessor batched-input crash when padding=False." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to DiaConfig save/load custom token loss." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolate_pos_encoding failure is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5/3.6 issues: multimodal config unwrapping vs CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but they affect different models and do not describe the same failure path." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to the Float8 storage TypeError." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to AutoModelForCausalLM.from_config text_config handling." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: loading a specific model vs PIL backend processors requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision and model loading failure for ScandiBERT are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to OmDet-Turbo producing the wrong input resolution." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak and missing supports_gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Post-processor updates for modified special tokens are not the same issue as BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression; 44843 identifies the specific unconditional model_info() call in _patch_mistral_regex that breaks HF_HUB_OFFLINE." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient-checkpointing restriction and ZeRO-3 gradient growth are different training issues." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the Nemotron trust_remote_code flag issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are well-supported by the titles: 44514/44545 are effectively the same Qwen2_5_VLProcessor crash, and 42886/44843 are plausibly the same HF_HUB_OFFLINE tokenizer-loading regression. The other soft-pair rejections are cautious and avoid overclaiming. One minor wording note: calling 44514/44545 the 'only exact duplicate edge' is a bit strong given the second accepted near-duplicate pair, but it does not materially affect the conclusion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43295", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46032", + "issue:46050", + "issue:46294" + ], + "soft_pairs": [ + "issue:44918|issue:44936", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43421|issue:44186", + "issue:43381|issue:45704", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43746|issue:46050", + "issue:43596|issue:44220", + "issue:44077|issue:44625", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898" + ], + "prepared_review_unit_hash": "717556e63652d7769468bf6a2cf3fe3cd8596a5b7159e92c60fb543f7464d350", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad library terminology (tokenizers, quantization, processors, loading) but describe different failure modes and code paths. I would not merge any of the proposed soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical duplicate emerges here; the items span unrelated bugs across models, tokenizers, training, quantization, and loading, so any single issue would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative if one is needed: it is active, has multiple inbound references, and is a broader cross-cutting bug than most of the other highly specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: TRL SFT embedding unpacking vs trainer.evaluate failing after train." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated: T5 apex RMSNorm memory leak vs Qwen3_Moe CPU-offload incompatibility." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and failures: BarkProcessor voice preset vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor sync and the other is NER padding/truncation crashes." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Training-mode gradient checkpointing issue is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config defects: missing pad_token_id vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related area, but not the same bug: a tokenizer-load crash vs a codec/warning regression in Kimi-K2.5." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model mismatch is unrelated to offloading with quantization." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but one is Qwen3OmniMoe processing failure and the other is chat-template token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different class of config bug: Qwen3.5 num_labels propagation vs sequence-classification loss logic." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Separate failures: Qwen3VL weight_only loading vs qwen2.5-vl video vision_position_ids mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are SigLIP/CamemBERT inference regressions, but they affect different models and different root causes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hugging Face Hub list_repo_files revision forwarding; unrelated code paths." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to DAC from_latents / STE mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model loading, but one is PEFT adapter local checkpoint loading and the other is sinq quantized save/load breakage." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: BertModel zero3 init index error vs _torch_extract_fbank_features audio feature extraction issue." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are different code paths." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs TOKENIZER_MAPPING_NAMES add-new-model-like failure; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal-model bugs, but video-input processing and Gemma 3n variable-name collision are distinct." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference/dtype issues, but Bamba SDPA torch.compile failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both involve model loading/offloading concerns, but PEFT adapter loading and quantization offloading are not the same concrete failure." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Regression in processor/tokenizer access is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are separate model regressions." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: SDPA torch.compile bug vs DAC latent/forward mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Generic input_ids/inputs_embeds validation errors are unrelated to the single-label classification zero-loss bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2Mixer use_cache correctness are different training/inference bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs Perceiver non-default resolution failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:30064|issue:36331", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44186|issue:44442", + "issue:44485|issue:44509", + "issue:44561|issue:45020", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "bf512a7dff8da533de51360340c34aaaabcb760af209086ac6d5fa0ee950316f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35701, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issue reports across tokenizers, multimodal models, docs, and v5 regressions. A few pairs are superficially close, but none look like true duplicates with the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set ('recent transformers versions break models using remote_code'), so it's the best representative anchor; most other items are narrower, model-specific, or API-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster\u2019s recurring theme of recent-version/remote_code regressions, even though the rest of the items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-architecture/config bugs, but one is SwitchTransformers sparse-layer creation and the other is Smollm3 RoPE layer dropping; different code paths and fixes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both involve multimodal loading/runtime issues, but one is an image-preprocessor dtype mismatch and the other is a Gemma3n variable-name collision in forward(); not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer-related reports, but one is an AddedToken argument error and the other is a model-load failure for a specific tokenizer; too different to merge." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents/STE mismatch are unrelated subsystems with unrelated symptoms." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are separate problems with no shared code path." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both concern contracts around loading/caching, but one is silent buffer corruption in from_pretrained and the other is a return-type mismatch in StaticCache.get_seq_length()." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but one is an offline hub lookup problem and the other is a tokenizer attribute crash; different failure modes and fixes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but they affect different mechanisms: trust_remote_code field preservation vs strict config rejection for granite_speech." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and tasks; no evidence of a single shared bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input bugs, but one is Qwen3OmniMoe processing failure and the other is Qwen2.5-VL position-id issues; distinct code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation map processing and CustomTrainer compute_loss signature changes are completely unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing issues are unrelated multimodal defects." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Both mention docs/usage around vision or OCR models, but one is a SigLIP2 docs example and the other is a Kosmos2.5 long-input indexing bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens is a tokenizer/generation edge case, not related to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated features and failure modes." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and an MPS histogram dtype error in moe models are completely different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU-offload device mismatch and SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "The Qwen video-input regression and Kosmos2.5 long OCR input index error are different model-specific issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline-task deprecation messaging and SigLIP2 nonsensical outputs are not the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load a FastSpeech2Conformer tokenizer are separate tokenizer bugs." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs still mentioning removed pipeline tasks are not the same change." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme of remote_code breakage, but one is a specific removed helper causing failures while the other is a broad umbrella report; not clearly the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading and Apple Silicon caching_allocator_warmup TypeError 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": 18, + "review_unit_index": 17, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43650|issue:43906", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43638|issue:44936" + ], + "prepared_review_unit_hash": "fc3d716cb036464484f0f451fe0fddf87b913a7d05ca16f677f55697ee499119", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35705, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a heterogeneous set of Transformers regressions and docs/CI reports. The soft-similarity pairs share broad themes, but they do not describe the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest and most representative report in the set: a recent-version regression breaking models that rely on `remote_code`, which matches the overall pattern of version-related loading/API breakages better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster anchor because it is a general regression report with substantial discussion and broad applicability across several adjacent loading failures, while still being specific enough to remain a single issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: one is a `StaticCache.get_seq_length()` contract/type issue, the other is `return_tensors` being ignored when `text_kwargs` is passed. Similar API area, but not the same failure mode." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is about an extra space after adding a token while the other is a broader slow-vs-fast inconsistency. Related theme, not the same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both mention training/evaluation failures, but the concrete failures differ: a mask shape IndexError versus `trainer.evaluate()` failing after `trainer.train()`. Too different to merge." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: image processor resolution mismatch versus dtype mismatch in bfloat16 inference. Not the same code-path problem." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Both are CI/inference regressions, but BitNet packed-weight unpacking and dtype mismatch are distinct defects with different fixes." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is gguf_file support breakage and the other is a generic tokenizer load failure for a specific model/version. Same area, not same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime error message about translation tasks in v5; the other is stale docs still referencing removed pipelines. Same topic, but error message vs documentation." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different failures on different platforms: Apple Silicon warmup TypeError versus CUDA float16 loss crash. Not the same underlying issue." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Both concern model loading behavior, but Mistral3 tied weights and Qwen3VL `weight_only=True` loading are unrelated bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors in tokenizer/processor loading, but they occur in different components (`_patch_mistral_regex` vs `Gemma4Processor`) and imply different fixes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "One is a packaging/backend dependency issue, the other is a tokenizer regex patch crash. No shared concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "The first is a reproduction of an earlier issue, while the second is an FP8/B200 inference failure. There is no evidence they are the same defect." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both are tokenization-related regressions, but one is CamemBERT masked-LM prediction behavior in v5 and the other is a general version-dependent tokenization change report. Not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are unrelated functionality areas." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe `sys.modules` access and CLIP text model structure inconsistency are separate architectural issues with different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure and MXFP4 quantization fallback are unrelated; shared CI framing does not make them duplicates." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings for Qwen models, but the exact models and reported behavior differ, and the symptoms are not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different model/component bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "`ADD THE DATA` is not a substantive technical report and does not describe the same issue as the isolated reproduction report." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading key error and remote_code breakage are both loading failures, but they are not the same model path or defect." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "One is a template compilation error, the other is an oversized `model_max_length` constant in CLIPTokenizer. Different bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video-token counting logic and stale auto-mapping references are unrelated; one is runtime multimodal token logic, the other is a config mapping/CI issue." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper `batch_decode` ignoring `skip_special_tokens` are separate loader vs decoding bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup and PIL backend requiring torchvision are unrelated compatibility issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading breakage are different loading/state bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained BERT index error and train-then-evaluate failure are different training pipeline problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45372", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46326" + ], + "soft_pairs": [ + "issue:43550|issue:44912", + "issue:45372|issue:46326", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:45459|issue:45803", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:43927|issue:44912" + ], + "prepared_review_unit_hash": "dc2468a08a42720cab93ca258050bac084344a1e0230acedc0cdf571ae158903", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "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 that only weakly resemble each other by subsystem. I\u2019d only treat the Qwen video-input pair as a plausible duplicate; the rest should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "No true canonical duplicate emerges from the set; if one issue must anchor the cluster, issue:43329 is the most concrete code-path bug and the closest match to the only borderline duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the strongest representative because it names a specific failing function and an explicit video-path bug affecting multiple VLM processors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different models and failures: SDPA/torch.compile vs MXFP4 quantization fallback." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common-adjacent tokenizer/processor areas, but one is an import error and the other is chat-template behavior; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different loading/generation failures: DAC STE mismatch vs DiaConfig token-id persistence." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated areas: BarkProcessor voice preset vs Trainer compute_loss signature." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different symptoms; no shared concrete code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are import/model-init related, but the bugs are distinct and not plausibly one fix." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example mistakes vs quantization fallback; not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different components and failure modes: zero probabilities vs processor image-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to OmDet processor sizing." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both are model-loading bugs, but one is lm_head tying and the other is dtype propagation." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention error handling, but they affect different code paths and are not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Completely different subsystems: image label reduction vs attention correctness on MPS." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path issue vs custom trainer API mismatch; no duplicate signal." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different features: Qwen3-MoE sliding window vs PIL backend torchvision dependency." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling rate vs Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs in different code paths: Qwen3 MoE weight conversion vs multimodal token counting." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model construction, but the actual bugs are different." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Path-with-slash import warning is unrelated to Qwen3 MoE weight conversion." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but one is token counting undefined variables and the other is batched processor output shape." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both are CPU-offload/device issues, but model-specific failures in different modules; not one duplicate bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting vs perplexity on a model benchmark are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input multimodal regression in Qwen/VLM code paths; the undefined video-token path is a plausible concrete cause of the broader v5.3.0 regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading/config errors for different models; no common underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Qwen3-VL shape mismatch are distinct load-time failures." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights loading bug vs torchvision dependency regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-id loss is unrelated to MXFP4 quantization behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only the Qwen video-input pair (issue:43329 / issue:44479) as a plausible duplicate and avoids claiming stronger duplication evidence than the titles/body support. The remaining soft-edge rejections are reasonable and 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": 18, + "review_unit_index": 19, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43646", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44913", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:42915|issue:44821", + "issue:41720|issue:43540", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:38175|issue:44898", + "issue:44062|issue:44991", + "issue:44737|issue:45588", + "issue:43257|issue:43696", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:43749|issue:44756", + "issue:43906|issue:45381" + ], + "prepared_review_unit_hash": "6ff1ba7cb89d7a938e628bc4a1cb2d73336acba7b550d5ee76d3d966131ce2d6", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36795, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs. Only two soft duplicate families look plausible: the Qwen video-input regression pair and the SigLIP2 output-discrepancy pair.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44479 is the broadest, most central bug report here: it frames a concrete v5.3.0 video-input regression across several Qwen multimodal variants, and it best anchors the only nearby duplicate candidate (issue:45381).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it describes a clear regression with a broad affected surface and maps to the strongest duplicate-like pairing in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different subsystems: Qwen3.5 hidden-states bug vs a general tokenization-change report." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and failure modes; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen, but one is device-mapping/cuda assert and the other is video preprocessing ValueError." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token bug vs LlamaTokenizer pre-tokenizer override bug; different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with a CLIP model is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8/Qwen3Moe loading failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model repo vs a CLIP tokenizer max-length issue; no shared bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to tokenizer max_length behavior." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen video-input regression in v5.3.0; 45381 looks like the specific qwen2.5-vl symptom of the broader regression in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input related, but the affected models and concrete errors differ." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape training error and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: model loading regression vs missing revision forwarding in list_repo_files." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-time errors, but the model/key mismatch and init_empty_weights/_is_hf_initialized issues are distinct." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model classes and appear to be different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different symptoms and trigger conditions." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken argument collision and tokenizer loading failure are not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor placement bug and flash-attention sinkless-model crash are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion failure is unrelated to GPT-oss OOM." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head tying bug and StaticCache return-type bug are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter bug and compute_loss signature breakage are distinct trainer issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication and Mistral regex patching error are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX config reload bug and rope-params conversion TypeError are not the same issue." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 correctness problem: HF outputs diverge from the expected behavior, with 43994 showing the user-facing symptom and 43493 pointing to the implementation discrepancy." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/performance bugs with no shared underlying defect." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen video-position regression are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the two accepted soft pairs are reasonably supported by the packet\u2019s issue titles and descriptions (Qwen video regression; SigLIP2 discrepancy). I don\u2019t see clear overstatement in the remaining rejections." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 20, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:43824", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46170" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43526|issue:45479", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43756|issue:45325", + "issue:43582|issue:44977", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811" + ], + "prepared_review_unit_hash": "a859b06f8f157aea9f3b6376472ba8b7d743509e489e0c89cbdb21641b4b0daa", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36351, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are separate model-loading or config regressions affecting different code paths. The only plausible duplicate is the tied-weights v5 serialization regression: issue 44466 looks like a specific manifestation of the broader problem described in 45005.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45005 is the broader, more representative report: it frames the tied-weights problem at the model-family level, while 44466 is a narrower device-dependent symptom (`lm_head.weight` serialization).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45005 is the best canonical issue because it describes the underlying tied-weights regression more generally and can subsume the more specific 44466 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and likely different loaders/test paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is an `init_empty_weights` constructor error; the other is URL loading for `AutoImageProcessor`." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated import/backend issues (`GenerationMixin` vs TensorFlow missing from a torch install)." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are load-time errors, but they involve different models and different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different package/dependency problems; no shared bug path is evident." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is a torchvision dependency issue in PIL image processors; the other is a Mistral regex patch crash." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both touch Qwen3.5/transformer regressions, but one is save-pretrained key serialization and the other is tokenizer output correctness." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading, but one is a `gguf_file` path regression and the other is a specific model load failure; root cause is not clear enough." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level errors during model loading; no clear same code-path problem." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is an unavailable dependency version bump; the other is stale auto-mapping references." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different errors and different components; one is missing PyTorch, the other is a LayoutLMv3 validation/message issue." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "A Beit image-processor label-reduction bug is unrelated to sequence-classification loss behavior." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing fields, but one is `trust_remote_code` return-object completeness and the other is strict config schema dropping a specific field." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different features and failure surfaces: Qwen3-MoE sliding window vs loading an image processor from URL." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different Qwen3.5 config issues; one is `num_labels` propagation, the other is strict config loading for granite_speech." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are vision/rope-related, but they describe different models and different position/rope calculations." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 checkpoint save_pretrained correctness." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "A packed-weight accelerate-loading bug is unrelated to Perceiver image classification resize/interpolation behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video `vision_position_ids`; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: GGUF loading vs Blip2 dtype propagation." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error is unrelated to LayoutLMv3 box-content validation." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different training/inference lifecycle failures with no shared underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights regression in v5; 44466 is a narrower device-dependent serialization symptom of the broader issue in 45005." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading regression is unrelated to an offline-mode tokenizer regex patch problem." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure from `mistral_common` is unrelated to Windows ROCm/`torch.distributed` dependency handling." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different audio/model inference bugs: DAC latent decoding mismatch vs Whisper batch_decode special-token handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 44466/45005 link is the only clearly plausible duplicate, and the justification for choosing 45005 as the broader canonical issue is supported by the titles. The other pair verdicts avoid overclaiming and do not assert duplicates without evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 21, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45356", + "issue:45491", + "issue:45542", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:43906|issue:46202", + "issue:43295|issue:45356", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44484|issue:44704", + "issue:45542|issue:46178", + "issue:44514|issue:45290", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43504|issue:43550" + ], + "prepared_review_unit_hash": "43fb3e71347b2180a3c5574a042cb1a61a66974f329ad3365657be6e2aa2e97c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37454, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated bug reports across tokenizers, generation, training, model loading, and device/runtime issues. I found no strong duplicate pair; all soft-edge candidates should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "If one issue must serve as the representative, issue 43653 is the most concrete and narrowly scoped: it has a specific tokenizer failure, clear symptom (empty decode output), and CI relevance.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43653 is the best standalone representative because it is precise, reproducible, and self-contained compared with the broader or more ambiguous reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both are roundtrip/tokenization-adjacent, but they target different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is a processor/custom-code regression and the other is a codec/regex issue in Kimi-K2.5; different code paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map failure vs multi-GPU training on Qwen2-VL; unrelated symptoms and subsystems." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug after train() vs Gemma4 device mismatch under device_map=\"auto\"; not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer issues, but one is a special-token registration bug and the other is an AttributeError in a different tokenizer implementation." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer loaders fail for different reasons; no shared concrete code-path." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is a model inference problem, not the same as a tokenizer/processor regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save_pretrained shard size question vs AutoProcessor kwargs forwarding bug; no duplicate underlying issue." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend detection, but one is TensorBoard/TF availability and the other is an unsupported tensorflow_text backend mapping error." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but with different triggers: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs RTDetrV2 output mismatch in v5; different models and failure mechanisms." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different tokenizers and different behaviors (decode output vs add_special_tokens BOS/EOS)." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key warnings with position IDs vs quantized model save/load breakage; not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error on a community CLIP model; too broad and not the same concrete failure." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call in tokenizer patch vs tokenizer loading failure for a specific model; related area but different root cause." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs recurrent state reset in modular_qwen3_5; distinct code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs; different artifacts and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM loading key error; no shared underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is a compiled-forward inconsistency and the other is a flash-attention regression in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba vs DiaConfig token-ID loss; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/custom models, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue vs FP8 inference failure on B200; different hardware/runtime problems." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model/runtime failure classes: compile+SDPA vs tokenizer AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs flash_attention.py crashing on s_aux=None; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError vs TrainerState token counter not updating; different trainer bugs." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch missing ImportError vs embedding reinitialization during post_init; unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on mixed-length batches and the other is classification-head initialization/checkout NaNs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Qwen2-VL multi-GPU training request; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of lm_head.weight differs by device vs quantized sinq model save/load breakage; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on Qwen3 auto device mapping vs compiled-forward chunked generation inconsistency; no common bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy field loading issue vs BitNet packed-weight unpacking during accelerate loading; different model-loading problems." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Both are model loading/runtime issues, but one is a legacy field preset load failure and the other is a torch.compile SDPA failure." + } + ] + }, + "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": 18, + "review_unit_index": 22, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45440", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43504|issue:44610", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:43262|issue:43295", + "issue:28282|issue:33357", + "issue:43720|issue:43927", + "issue:43994|issue:46192", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:44849|issue:45357", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229" + ], + "prepared_review_unit_hash": "b5f153fa2a7132f8c934faaa7d613ddb4f9b39bf9033d5170952a9f9cf23134a", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most soft pairs only overlap on broad themes like loading, configs, tokenizers, or regressions, but they describe different bugs and code paths. I would use issue #45812 as the representative issue because it is a clear, high-impact regression with inbound references, but it is not a true duplicate hub for the whole set.", + "confidence": 0.27, + "canonical_issue_reason": "Issue #45812 is the strongest representative anchor: it describes a concrete, user-visible regression in AutoTokenizer across Granite models, with inbound references and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45812 is the best overall issue for the cluster because it is specific, high-impact, and better supported than the more generic or narrowly scoped alternatives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: pretrained BEiT preset loading vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated failures: Qwen2-VL multi-GPU training vs GenerationMixin import error." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different load paths and symptoms: MobileLLM key error vs AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model-level issues: auxiliary loss normalization vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: Gemma4 device mismatch during forward vs sinq save/load quantization breakage." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated errors: missing PyTorch import vs Trainer GPU broadcast NoneType type error." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: audio chat-template sampling-rate default vs processor.tokenizer/images regression." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures with no shared code path: PyTorch import error vs MacOS bus error on CLIP model." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths: BitNet packed-weight loading vs DiaConfig custom token ID persistence." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different issues: SigLIP2 wrong outputs vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Different loading bugs: gguf_file handling vs inability to load ScandiBERT." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch vs config save/load losing custom token IDs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime failures: Qwen3.5 hidden-states bug vs FP8 inference failure on B200." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different training problems: Qwen2-VL multi-GPU support vs custom trainer signature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: BitNet accelerate loading bug vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme of missing config fields, but different models and attributes; not the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different issues: SigLIP2 implementation mismatch vs pipeline translation-task messaging in v5." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior, but one is Smollm3 RoPE layer dropping and the other is GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but doc-example errors and JAX/HF implementation divergence are distinct problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: Phi-4 multimodal load failure vs PEFT minimum-version bump to an unreleased release." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen3.5 bugs: video-input regression vs num_labels propagation." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different runtime areas: Blip2 dtype casting issue vs MPS attention correctness bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but hidden-states output bug and save_pretrained key regression are different code-path failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated Qwen issues: video-input processing vs flash-attention generation behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different Gemma4 concerns: mm_token_type_ids defaulting vs multi-GPU inference CUDA OOM." + } + ] + }, + "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": 18, + "review_unit_index": 23, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:45083", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43688|issue:45704", + "issue:43493|issue:43844", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43688|issue:45701", + "issue:44464|issue:45584", + "issue:45588|issue:46050", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "6e67211796c306eb21e91c55499108a7f6772359d7efc5ed4b7c9c6d23b4778e", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36599, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports across different models and subsystems; none of the soft pairs look like the same underlying issue strongly enough to merge. No pull requests are present.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression here (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the best representative issue among a set of mostly narrower model-specific load/runtime bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general and central issue title in the set, and best fits as the cluster representative if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but one is a specific model load failure and the other is an offline-mode hub lookup bug; different underlying causes." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example errors in SigLIP2 versus a regression in processor/tokenizer handling for custom model code; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "One is a broad unexpected-key symptom during model loading; the other is a specific CLIP class structure inconsistency." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 is unrelated to the qwen3_omni_moe feature-extraction helper behavior." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different defects in different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the DeepSpeed/gradient regression." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization failure and lm_head serialization depending on device are different code paths and symptoms." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-attribute reports after v5, but they affect different models and different fields, so they are not the same bug." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in multi-GPU inference and a forward-pass device mismatch are distinct failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and not unwrapping text_config for composite Qwen configs are different loading bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config token IDs being lost on save/load is unrelated to MLukeTokenizer\u2019s task-time AttributeError." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A missing Float8 storage type and a flash_attn import KeyError are different environment/import problems." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading failure and CPU-offload device mismatch are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to the ZeRO-3 gradient increase regression." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation and text_config unwrapping are separate configuration issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is about accelerate/deepspeed weight conversion and the other about a dev-version load break; not clearly the same defect." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx after v5 and unexpected _is_hf_initialized with init_empty_weights are different API regressions." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM while loading a large model is unrelated to a PEFT version-bump packaging issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading and tokenizer special-token registration are different problems." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug and a stale CI test are not the same underlying issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT release-version bump." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization changing across versions are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after token alignment are different generation bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sink-less-model crash and sinq save/load breakage are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different symptoms with different likely causes." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Two different transformers-serve crashes: one from multimodal tensor handling, the other from KV-cache continuation indexing." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs 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": 18, + "review_unit_index": 24, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:43844|issue:44964", + "issue:43688|issue:43873", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:44521|issue:45290", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:45072|issue:45198", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:28218|issue:33357", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:43572|issue:43957", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "175c1006598f43d46a9cfa8989007ba21a65139e3a66e82bea589c1fbaaa112f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity links generally point to related subsystems (tokenizers, processors, quantization, generation), but not the same underlying bug or change. No soft edge is strong enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the best representative only by cluster centrality: it is open, has the most discussion/inbound attention among the broadly recurring quantization/offloading topics, and reads like a substantive user-facing regression. The cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster because it has high activity and a broad, concrete failure mode. It is not a perfect canonical duplicate, just the least arbitrary representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: ZeRO-3 gradient growth during training vs model loading failure for a specific multimodal model." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Both mention training/inference behavior, but one is auxiliary-loss normalization in MoE models and the other is quantization/offloading behavior. Not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast TypeError." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token is a tokenizer formatting bug; TrainerState num_input_tokens_seen not updating is a training-state bookkeeping issue." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both are attention-related, but one is an MPS correctness bug in attention math and the other is a PyTorch version guard for flex_attention import." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT export failure with GeneratorExp is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation and flash_attn import KeyError are unrelated failures in different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both involve multimodal inputs, but one is video processing in Qwen3OmniMoe and the other is Gemma4 text-only fine-tuning needing default mm_token_type_ids." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization/offloading, but one is offloading not working and the other is save_pretrained/from_pretrained corruption after sinq quantization. Different concrete bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 token-type defaults and a device_map='auto' PLE device mismatch are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is not the same as return_tensors being ignored when text_kwargs is passed explicitly." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to rope validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "A device mismatch with device_map='auto' is unrelated to ignored return_tensors behavior." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to a MacOS bus error in CLIP loading." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video-shape bug are both processor issues, but not the same underlying failure." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Shared processor wording is too broad; one is a processor/tokenizer API regression, the other is an image-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example/model-processor mismatch and quantization failure are unrelated to ignored return_tensors." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading failure for physical-intelligence/fast." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory not being released are different subsystems and bug classes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structural changes in v5.6." + } + ] + }, + "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": 18, + "review_unit_index": 25, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:43550|issue:43844", + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:42490|issue:43696", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:45290|issue:46326", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:43295|issue:43493", + "issue:44442|issue:45198", + "issue:38175|issue:45412", + "issue:43262|issue:43450", + "issue:37428|issue:43824", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:44514|issue:44521", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:41720|issue:46209", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:43819|issue:45083", + "issue:44857|issue:45593" + ], + "prepared_review_unit_hash": "2dde93618d9329bf379289bc6c288ce00e7e2ff202340e7e05709f2ba6637433", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: import/backends, model-specific inference, processor/template behavior, docs, and training/memory issues. None of the soft pairs are convincing duplicates of the same concrete bug or change, so all should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits this cluster because the issues are unrelated and do not converge on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the cluster spans multiple distinct subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Both are training/inference failures, but one is Bamba SDPA torch.compile and the other is ZeRO-3 gradient behavior; different code paths and fixes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal Gemma/Qwen2.5-VL behavior, but one is a missing default for text fine-tuning and the other is a temporal rope-index scaling bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import utility errors, but they involve different missing backends and different failure modes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs model-loading OOM; unrelated problems." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are different model families and likely separate config bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific flash-attention helper vs meta-device loading regressions; not the same underlying issue." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash local model path warning is unrelated to a GPT-oss OOM." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2.5-VL class import vs DeepSeek detokenization regression; different problems." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype mismatch in eval is not the same as MoE training memory inefficiency." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs text_kwargs/return_tensors handling; different processor bugs." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat-template behavior, but one is a crash on tool-call assistant messages and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a stale GraniteSpeech CI test; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression vs SigLIP2 implementation mismatch; different code paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech tokenizer issues, but one is AutoTokenizer loading and the other is save_pretrained/tokenization failure; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output issue vs RT-DETR memory reclamation; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video batched-shape bug; different processors and fixes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different modules/symbols; not duplicates." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Flash-attn backend mapping issue vs Windows ROCm/torch.distributed import problem; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen text_config unwrapping bug vs CLIP text-model structure inconsistency; different model families and regressions." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are Qwen2.5-VL apply_chat_template bugs, but one crashes on batched padding=False and the other produces all-zero assistant masks; separate symptoms and likely separate fixes." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing import_utils helpers, but they break different optional features and are distinct API removals." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch vs LwDetrImageLoss AMP/CUDA crash; unrelated detection bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Hardware-specific inference failures on different GPUs and model stacks; not the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs cleanups around removed pipeline APIs, but they reference different pipelines and different outdated parameters." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/latents mismatch vs GraniteSpeech CI test flakiness; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch vs qwen3_omni_moe feature-length helper behavior; different models and code paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss omission; distinct training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:43335|issue:43550", + "issue:44206|issue:45584", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:37428|issue:43425", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:44855|issue:45083", + "issue:45290|issue:45381", + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "682003d0878c01c2e39ce12fa84093b6c4be8e620fbc8fb648e59d2ec580166b", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37810, + "estimated_input_tokens": 9453, + "estimated_eval_tokens": 19162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regression reports. The rest are related at a very broad theme level at most, but describe different models, code paths, or failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the clearest representative of the duplicated Qwen3.5 MoE from_pretrained regression pair, with the same title as the later report and an inbound reference.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best anchor for this cluster because it is the exact duplicate target for issue:45478 and describes a concrete, reproducible loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths and symptoms: feature extractor center arg crash vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated models/subsystems: CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are compatibility/import problems, but one is a missing symbol import and the other is a Torch 2.10 incompatibility report; not the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: Pegasus output drift vs Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux=None are separate bugs in different components." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/tied embeddings collapse is unrelated to the category-count runtime limit." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "General loading breakage with base_model_prefix is not the same issue as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and failures: sparse layer creation vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parse/import failure is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL vision_position_ids bug are different features." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys across models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature-extractor crash vs Gemma4 PLE device mismatch are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to a stale GraniteSpeech device-override test." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer NoneType broadcast errors are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Beit pretrained preset legacy-field loading failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing flash-support helper import and missing HybridCache import are distinct import regressions." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and missing is_falcon_mamba_ssm_available export are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc-example errors do not match the BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3.5 Moe from_pretrained error with identical title and same regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is Beit reduce_labels returning only one label." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different issues in different components: SwitchTransformers sparse-layer config vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc-example problems are unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior is unrelated to embedding reinitialization after resize with tie_word_embedding=False." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to the GraniteSpeech stale device-override test." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: Pegasus v4/v5 output differences vs Deepseek tokenizer incorrect results." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug is not the same as the GraniteSpeech CI test flake." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation bug and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to LwDetrImageLoss AMP/CUDA crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Summary is grounded in the packet: 45310 and 45478 have identical titles, and 45310 has an inbound reference, so treating them as the duplicate pair is conservative. The remaining soft-edge rejections are also phrased cautiously and distinguish different models, code paths, or failure modes rather than overstating duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 27, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:43412|issue:45588", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:43611|issue:46285", + "issue:45198|issue:45803", + "issue:44448|issue:44466", + "issue:45245|issue:45563", + "issue:36010|issue:37428", + "issue:25251|issue:32090", + "issue:43653|issue:44743" + ], + "prepared_review_unit_hash": "06ebc73c5821777d3fbc92b96ceb8c080e9c137f8763a5d5a3b5a317277c138c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose similarity cluster rather than a true duplicate group: the issues span many unrelated bugs across tokenization, loading, generation, serialization, and training. None of the suggested soft pairs look like the same underlying change or defect, so all should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying bug; they cover many unrelated regressions and feature areas.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative for the cluster, since the overlap is mostly superficial wording rather than a shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is wrong token IDs across multiple models while the other silently ignores return_tensors when text_kwargs is passed; different code paths and fixes." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available and trust_remote_code import breakage." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 zero probabilities and unexpected position-id keys are distinct model/runtime bugs with different symptoms and likely different causes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention numerical/dtype problems, but one is a LwDetr AMP crash and the other is a SwitchTransformers/TimmWrapperModel bfloat16 mismatch; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are unrelated problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is a model-output regression, while the other is a Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 model loading breakage and post_init reinitializing lm_head after resize are different lifecycle bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is not the same bug as NoneType passed to _gpu_broadcast_one in Trainer." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and causes generation errors while the other loads the wrong custom module; different underlying failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and BeitImageProcessorFast reduce_labels truncation are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 CI failures and token-embedding resize reinitialization are unrelated regression classes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local-model import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Missing is_torch_fx_available and DeepSeek tokenizer regressions are separate v5 breakages affecting different subsystems." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and stale num_return_sequences warning in paged generate are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP crash and flash_attention.py s_aux=None crash are distinct attention-related failures, not one root cause." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export failure and sink-less flash_attention.py crash do not share the same code path." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression and Gemma3 sliding-window NaN embeddings are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error and flash_attention.py AttributeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift between train/eval and inability to use gradient checkpointing in eval mode are different behaviors." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch with device_map=auto are separate forward-path bugs." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both are v5 API/loading regressions, but they affect different model families and different structural assumptions." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure and FuyuBatchFeature bare-except error handling are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are both regressions, but they are not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and paged generate stale warning are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "These are different import errors for different symbols; they do not indicate one shared underlying breakage." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer NoneType broadcast failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue and qwen3_5 recurrent-state reset bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:45459|issue:45712", + "issue:43611|issue:46121", + "issue:44186|issue:45198", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:29942|issue:30064", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:43065|issue:43994", + "issue:43381|issue:43701", + "issue:43421|issue:45491", + "issue:44734|issue:45406", + "issue:43653|issue:44442", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "9067f8f39c17f20809851cb063c3dea097d297a77337d538e9b676d4eaa82ba8", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37103, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. The matches are mostly broad thematic similarities (tokenizers, quantization, multimodal models, serve) rather than duplicate code paths. No PRs are present; issue 45229 is the most actionable standalone report, but it is not a true cluster canonical.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45229 is the strongest standalone anchor in this set because it has the richest discussion and a concrete, reproducible failure report; however, it does not actually subsume the other issues as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best issue to triage first: it is specific, actively discussed, and describes a clear runtime failure with useful reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: dummy module cleanup vs model memory release on deletion." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import/tokenizer behavior, but one hides tokenizer errors and the other is about leftover dummy classes." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated failures: base_model_prefix loading regression vs rope-validation TypeError." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model paths and different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "No real overlap: LayoutLMv3 error messaging vs TrainerState token counter not updating." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention vision-language models, but the failures are different and not the same code path." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Configuration mismatch for eos_token_id vs flash-attention generation bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different crashing conditions." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Separate import problems from different dependencies and call sites." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different components: feature extractor vs video input processing." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Nonsensical model outputs are unrelated to RT-DETR memory leaks." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FP8 config failure and the other is model saving." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention tests and segmentation-map processing are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support regression vs model implementation divergence." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different symptoms: dtype change in eval vs tensor-parallel OOM on load." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export compatibility issue vs tokenization/save_pretrained failure." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different models and export/runtime problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to quantization offloading." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory/quantization themed, but one is offloading behavior and the other is a multi-GPU OOM failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model subsystems and unrelated failures." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token updates and NaN embeddings are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but one is KV-cache indexing and the other is a missing processor attribute." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration and AutoTokenizer loading failures are different issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to model memory reclamation." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different GPU failures: cudaErrorAssert during device mapping vs OOM during multi-GPU inference." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast type error and Mac bus error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Model architecture discrepancy in Smollm3 vs DeepSeek implementation mismatch." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure is not the same as the serve-side missing _tokenizer attribute." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and multimodal token counting bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 29, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:44977|issue:45245", + "issue:43575|issue:44387", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:43646|issue:44077", + "issue:42915|issue:43931", + "issue:29127|issue:35141", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44062|issue:45907", + "issue:28218|issue:32090", + "issue:44464|issue:45491", + "issue:33290|issue:34567" + ], + "prepared_review_unit_hash": "9f85bb7db44225752cd95a43dca8c98d86e5cde7a30fc3d78edb79bbc3e60606", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs span unrelated tokenizer, model-loading, training, and inference bugs, so none should be merged as duplicates. I\u2019d anchor the cluster on the open Whisper regression issue as the most actionable representative.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45584 is open, recent, and has the clearest reproducible failure path with inbound attention, making it the best anchor among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most actionable issue in the set: specific symptom, active discussion/inbound refs, and still open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Both are OCR/image-related, but one is a BEiT `reduce_labels` bug and the other is a Kosmos2.5 long-input index error; different code paths and failures." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures vs a `GenerationMixin` import error are unrelated subsystems and bug types." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 and an MPS attention correctness issue are distinct problems." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3-MoE CPU-offload incompatibility do not look like the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeek MoE divergence and D-FINE auxiliary-loss behavior are unrelated model issues." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both involve preprocessing, but BEiT label reduction and LayoutLMv2 NER/padding crashes are different concrete bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on load vs checkpoint key mismatch on resume are different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and a category-count limit error are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is model loading with TP and the other is int4 quantization reserved-memory growth; different causes." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image label reduction and LwDetr float16/CUDA loss crashes are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A local-path import warning and a gradient-checkpointing eval-mode restriction are not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing `pad_token_id` and Qwen3-MoE sliding-window behavior are distinct code paths." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific Qwen2.5-VL import error and a generic dependency issue are not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General v5 custom-model initialization breakage and a `patchtsmixer` post_init policy issue are not the same concrete regression." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model/config problems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization in `post_init` are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and an unsupported `center` argument in a feature extractor are different bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper `skip_special_tokens` handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading breakage and a flash-attention `s_aux=None` crash are different failure paths." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and Whisper empty-transcription/alignment failures are not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error in CLIP and zero probabilities in SigLIP2 are different model-specific issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "`AddedToken()` constructor TypeError and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a Trainer `_gpu_broadcast_one` NoneType error have no shared concrete code path." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward generation inconsistency and Gemma3 sliding-window NaNs are distinct correctness bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and `num_input_tokens_seen` not updating are unrelated trainer/optimizer 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": 18, + "review_unit_index": 30, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46234" + ], + "soft_pairs": [ + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:44479|issue:45290", + "issue:44442|issue:45803", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:42907|issue:45698", + "issue:42175|issue:46234", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:33290|issue:34689", + "issue:44190|issue:44496", + "issue:44077|issue:44479", + "issue:44568|issue:45479", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43650|issue:46202", + "issue:29127|issue:33357", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "85bd42c2ad797efa4ca14983c9ae015b379184009698d1d649cebf0a515fa09d", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous. The soft-overlap pairs mostly share broad themes like model loading, config regressions, or v5 breakages, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the broadest open umbrella in the list, but it only covers quantization/offloading and the cluster is not actually one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the closest thing to a canonical anchor because it is open and broadly phrased, but it still does not represent the rest of the reports well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different models and subsystems: tokenizer loading vs image-classification positional interpolation." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization/offloading." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Both concern multimodal model loading, but they are different models with different failure modes and code paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but for different models and different missing fields." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "One is a specific model-loading regression; the other is a generic base_model_prefix loading compatibility issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and DeepSpeed OOM are distinct training failures." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Completely different areas: BitNet packed-weight loading vs tokenizer loading for a speech model." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen vision models, but one is a load-time shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression and GenerationMixin import failure are different breakages." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat-template tool-call crash are separate multimodal/chat code paths." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer class loading and Fuyu tensor conversion error handling are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model implementation discrepancy vs documentation stale references; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different runtime problems: torch.compile/SDPA vs cache/state reset logic." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend installation/import-utils issue and missing import helper are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are reload/config persistence issues, but they involve different config mechanisms and different symptoms." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config API concerns, but one is a Gemma3TextConfig discrepancy while the other is composite Qwen text_config unwrapping." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states output regression and torch.compile attention-kernel divergence are separate issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed OOM and model-loading breakage are not the same underlying defect." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in a training script is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Model validation around post_init is unrelated to video-input regressions." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion and classification loss behavior are different layers of the stack." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python parsing/import error and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading failure for a specific repo and backend registry error for tensorflow_text are different problems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder/low-signal issue versus Gemma pipeline roundtrip failure; no shared bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline documentation/error-message mismatch are different v5 issues." + }, + { + "left": "issue:43873", + "right": "issue:45440", + "accept": false, + "reason": "Quantization/offloading and DeepSeek model implementation divergence are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44743", + "accept": false, + "reason": "Video-input regression and modular Qwen recurrent-state reset are separate model behaviors." + } + ] + }, + "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": 18, + "review_unit_index": 31, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45656", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:43540|issue:44514", + "issue:33290|issue:45656", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:43295|issue:44871", + "issue:43404|issue:43441", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43504|issue:45698", + "issue:43232|issue:43388", + "issue:43572|issue:46178", + "issue:44077|issue:44534", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "54c3ac9e5b7af01da31e61363a7d4edd6ebfeeffb7c56af7c7a7a41f6615871f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35728, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired issues share only broad library surface area (loading, configs, generation, vision/video, deepspeed), not the same underlying bug. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items cover unrelated failures across pipelines, model loading, config serialization, deepspeed, and multimodal regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster is not a single duplicate family; the overlaps are only superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different problems: pipeline output shape vs missing PyTorch import." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated failures: a parallel script error vs tensor-parallel OOM while loading a model." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA runtime issue vs checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key handling." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Deepspeed/Adafactor OOM is not the same bug as embedding reinitialization after resize." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM loading a large model via tp is unrelated to a key error when loading MobileLLM." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are video/text related, but one is a video-input processing error and the other is batched chat-template padding behavior." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed optimizers, but one is OOM and the other is double optimizer stepping." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Token-id configuration inconsistency is not the same as Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight-tying bug and FlashAttention failure are different Mistral3/Ministral3 issues." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is an API discrepancy and the other is strict config loading for granite_speech." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to a Windows ROCm torch.distributed import/type issue." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup bug and missing Sam3VisionEncoderOutput attribute are different failures." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Token-ID config inconsistency is unrelated to quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression is not the same as GPTNeoXConfig rotary_pct persistence." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading path breakage and missing model_type config error are separate from_pretrained issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merging collapse with tied embeddings is unrelated to Gemma 4 text-only mm_token_type_ids defaults." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different models and code paths." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field loading failure is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer initialization are different v5 behavior changes." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Undefined tf backend error from tensorboard-only install is unrelated to a missing import_utils availability helper." + } + ] + }, + "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": 18, + "review_unit_index": 32, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:45987", + "issue:46234" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:43673|issue:44743", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43931|issue:44060", + "issue:45803|issue:45987", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43335|issue:44855", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "cca4332c0c350731b5d877f2b82d6dd44f520976787f584b9a7ab88d2d85e2c1", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs, regressions, docs, and model-specific failures. All soft pairs are false positives, so there is no true duplicate canonical issue/PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: CLIPVision hidden_states regression vs load-balancing loss omission in MoE routing." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Different cache problems: missing GenerationMixin cache in chunked_prefill vs Qwen3.5 recurrent states resetting." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different failures in different models: janus image-generation test vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: Sam3Video CUDA OOM vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths: local dataset example failure vs loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different issues: non-persistent buffers junk in v5 vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different targets: janus test failure vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Python 3.13 import parsing error vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs reference cleanup vs runtime inference bug; not the same underlying problem." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different regressions: Qwen video-input handling vs serve KV-cache continuation indexing." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping cudaErrorAssert vs category-count limit RuntimeError." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model/processor bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different concerns: Qwen3-VL weight-shape mismatch on load vs wrong tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated utilities: bare except swallowing errors vs StaticCache.get_seq_length return type mismatch." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different topics: output embedding reinit after resize vs import warning for trailing-slash local model path." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both config/runtime-related, but different bugs: junk buffers vs rotary_pct reverting on reload." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different Python compatibility issues: version support problem vs @torch.jit.script parsing indentation error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different areas: Bamba torch.compile SDPA bug vs local dataset loading example failure." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different API issues: cache-path collision for trust_remote_code vs missing import_utils symbol." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both config-related, but not the same bug: post_init allowance vs strict config blocking granite_speech." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different failures: sparse layer creation in SwitchTransformers vs DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different model behaviors: LoRA merge collapse with extended vocab vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository/file-loading bugs: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different multimodal/runtime bugs: Qwen3OmniMoe video input ValueError vs serve KV-cache continuation crash." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: all-zero assistant masks vs wrong vision_position_ids in qwen2.5-vl video input." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated example/model bugs: SwitchTransformers sparse-layer issue vs local dataset loading in image classification script." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different problems: XLNet CPU arange device bug vs FuyuBatchFeature bare-except handling." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/config issues: stale GraniteSpeech device override test vs removed Sam3LiteText references in auto_mappings." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: empty multi-label classification results vs local dataset loading error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 33, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43688", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:44464|issue:45563", + "issue:43650|issue:44220", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:45563|issue:45584", + "issue:36246|issue:38617", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "70412a1343a82be9c8cb9eb9e161d7b4814e9eeec3638277e662a0791300fdec", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36135, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like import errors, model-specific regressions, or tokenizer/config bugs, but they do not look like the same underlying defect. I found no safe duplicate issue pairs to merge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41628 is the clearest, most broadly applicable user-facing regression in the set: a direct top-level import failure with a concrete traceback and likely wide impact. The rest are mostly model- or component-specific reports rather than the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the strongest anchor for triage because it is concise, reproducible, and represents a broad import/export breakage that is easier to act on than the more specialized model bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different failure modes in different validation helpers: one is LlamaConfig head_dim handling, the other is rope-parameter dict conversion on JSON-loaded lists." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both mention loading/runtime compatibility, but one is a Python 3.14 import/load failure and the other is a TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model behaviors: Gemma4 embedding resizing vs Whisper generation on empty transcription after token alignment." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve model internals changing after an API call, but they affect different models and different code paths (processor/tokenizer regression vs Gemma4 embedding tying)." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Completely different bugs: category-count overflow in one path versus Whisper empty-output generation failure." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first is a placeholder/non-technical issue, while the second is a specific audio feature extraction bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate the same underlying export bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "One is untied lm_head weights in Mistral3ForConditionalGeneration; the other is incorrect saved checkpoints for Qwen3.5. Different model families and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER/padding versus KV-cache continuation tensor indexing in transformers serve are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access may both touch startup, but they are not the same concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a version-check/import-path bug for AuxRequest." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in Siglip2 is unrelated to a dummy Conv2d used in Sam3PixelDecoder." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "One is default config initialization for Phi4MultimodalConfig; the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is not the same bug as Qwen3.5-35B crashing in transformers chat." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both concern model/config loading, but one is trust_remote_code dropping fields from AutoConfig and the other is an unrecognized model/config.json issue." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different repos; no evidence they stem from the same code-path bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-load regression for Phi-4-multimodal-instruct is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is not the same as a model-loading failure for Phi-4-multimodal-instruct." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate() warning and Whisper's empty-transcription crash are distinct behaviors with different triggers." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing symbols from different modules; they are both import errors but not the same concrete regression." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve/KV-cache tensor indexing is unrelated to trust_remote_code cache-path collisions for local models." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is a different compatibility issue from cache-path collisions." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/Devstral, but one is save_pretrained after dequantization and the other is FlashAttention failure in v5 RC." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to documentation drift in TextClassificationPipeline." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they affect different models and different tied-embedding paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to PIL backend image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failures and sink-less flash_attention AttributeError on s_aux=None are different bugs in different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "A metric-gathering truncation bug is not the same as incorrect auxiliary-loss normalization in OLMoE/GPT Oss." + } + ] + }, + "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": 18, + "review_unit_index": 34, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:43673|issue:44336", + "issue:42175|issue:44279", + "issue:44075|issue:44368", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:45335|issue:45584", + "issue:43650|issue:46209", + "issue:32090|issue:35141", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:44779|issue:45812", + "issue:43824|issue:44933", + "issue:39692|issue:43901", + "issue:41950|issue:45020", + "issue:43295|issue:44779", + "issue:44016|issue:44062", + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "3e8ee088c8ad287de07216e44e0dc35f1821142d7412c301f9a9f84484d3d22c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36143, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated transformer issues; none of the proposed soft pairs look like the same concrete bug/change. I\u2019d anchor triage on the clearest self-contained regression report, Qwen3.5 save_pretrained checkpoint corruption (issue 45216).", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the most actionable standalone report here: it names a specific regression, version boundary, model family, and failure mode around save_pretrained.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative issue for triage because it is precise, reproducible, and clearly scoped to one code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup regression vs notebook syntax error; unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression vs ANSI escape output in loading_report; different subsystems and failures." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend dependency complaint vs vague dependency issue; no shared concrete code path." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments ignored vs tie_word_embeddings warning; unrelated behavior." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Model loading failure for Qwen3VL MoE vs Qwen3.5 save_pretrained corruption; different operations and bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs unrecognized model/config error; not the same issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs D-FINE auxiliary loss omission; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs fbank feature extraction issue; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config loading failure vs AutoModelForCausalLM config unwrapping bug; different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Gemma processor import breakage due to mistral_common vs missing import_utils helper symbol; unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings propagation bug vs Whisper empty-transcription failure after token alignment; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/low-signal issue vs FP8 inference on B200; no overlap in underlying bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs embedding reinit after resize_token_embeddings; distinct code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crash with future annotations vs Gemma processor import error; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load balancing loss vs default mm_token_type_ids behavior; different model logic." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities vs Sam3Video CUDA OOM; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype not propagating vs Qwen3.5 save_pretrained checkpoint regression; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL loading regression vs Qwen3.5 visual encoder key saving regression; different failure modes and versions." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs MIN_PEFT_VERSION bumped too high; not the same underlying problem." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache export vs broad import errors after upgrade; too broad to treat as the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; different model-specific tokenizer bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export vs missing image_utils import; unrelated import failures." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example errors vs TextClassificationPipeline docs mismatch; different documentation issues." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug vs remote_code model breakage; too broad and not the same change." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer/images regression vs Deepseek tokenizer incorrect results; different model families and symptoms." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken special-arg TypeError; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig None-handling bug vs Llama4Config missing pad_token_id; unrelated config issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup bug vs Gemma4 PLE device mismatch; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test load failure; different model families and bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue vs unreleased peft dependency bump; unrelated release problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 35, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44016|issue:44291" + ], + "prepared_review_unit_hash": "be70dee5d3ece0c49b6d4fda7a4d7f002583e9f5eb1e15231ac536a013a5a808", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36251, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose similarity set of mostly unrelated closed issues spanning tokenizers, model configs, multimodal processors, loading, and CI/doc bugs. I do not see any pair that clearly describes the same underlying defect or fix.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43643 is the most broadly framed API regression (AutoConfig/trust_remote_code returning missing fields), so it is the best representative of the cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 has the widest apparent blast radius and reads like a core loading/config serialization bug rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend handling." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Different topics: placeholder data request vs AttentionInterface.register behavior change." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading bugs: ignoring tokenizer.json vs Mistral regex patch crashing on backend_tokenizer." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "No shared underlying bug: Python version compatibility vs loading a specific model in 5.1.0." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is distinct from AutoTokenizer preferring repo tokenizer.json." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Broad version support issue vs generic dependency problem; not the same defect." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch Gemma4-related behavior, but one is serialization of tied weights and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant_masks generation vs still-image temporal position_id scaling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific failures: FlashAttention in Ministral-3 vs long OCR input in Kosmos2.5." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models under offload are related themes but not the same concrete bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-related, but one is stale auto_mappings references and the other is leftover dummy classes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to D-FINE loss computation." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs Chinese-language performance regression; no common code-path." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor serialization bug is unrelated to gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver resize/interpolation failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon/config bug and torch.split return-value issue are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task error is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT masked LM and Deepseek tokenizer failures are separate code paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: model FlashAttention regression vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for pipeline output is not the same as incorrect SigLIP2 inference behavior." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are different bugs." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched processor shape is unrelated to Sam3Video OOM." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are not the same defect." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class serialization bug is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch is unrelated to import-time performance regressions." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing config fields, but one is a specific config attribute and the other is a trust_remote_code loading issue; not clearly the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to missing TensorFlow backend handling." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading failure." + } + ] + }, + "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": 18, + "review_unit_index": 36, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45412", + "issue:45593", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43673|issue:43761", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:43824|issue:43976", + "issue:44336|issue:44485", + "issue:41950|issue:44220", + "issue:43976|issue:44964", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123" + ], + "prepared_review_unit_hash": "16021ef1d7fba7cbaac5a74fb7a11d1525d603525a9f52a42a75f3f944b21161", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36012, + "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 and does not look like a single duplicate set. I picked the broad import/performance report as the most representative issue, and there are no PRs in the input.", + "confidence": 0.38, + "canonical_issue_reason": "issue:44246 is the broadest, most central report here (import-time slowdown) and has relatively strong discussion/inbound activity, making it the best representative issue in an otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best fit because it is generic enough to represent the cluster\u2019s recurring import/loading regressions without overfitting to one specific model or API symbol.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence on torch.compile and ANSI output formatting are unrelated bugs with different code paths and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention multimodal/chat-template behavior, but one is about audio sampling-rate defaults and the other about assistant mask generation; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An import error for AutoImageProcessor and a Python-version compatibility issue are different failures with different causes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is chunked-prefill cache handling and the other is CLIPVisionModel hidden_states propagation; not the same code-path problem." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length behavior and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE naming, but one is LoRA compatibility on hf5 and the other is Qwen3VL model loading; too different to merge as the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output and a wrong position_ids docstring are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown and unrecognized-model config loading are different problems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss in MoE training and D-FINE auxiliary-loss behavior are separate model-training issues." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error and a Gemma-4 ZeRO3 from_pretrained issue are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5 VL export and a Python version support regression are different issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color handling and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and audio fbank extraction are different pipeline bugs." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python-version compatibility and Phi-4 multimodal model loading are different failures." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages/models." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports in different modules; not the same underlying defect." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness and resize_token_embeddings/output_embeddings mismatch are separate bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss and RT-DETR mixed-precision crash are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral regex patching failure and Qwen3.5 chat crash are distinct code paths." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache handling in chunked prefill and removal of is_torch_fx_available affect different APIs and models." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a vague general Flash Attention 2.0 issue." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and data filtering slowdown are different bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access safety are different issues." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory cleanup in RT-DETR and final partial batch handling in MaskGenerationPipeline 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": 18, + "review_unit_index": 37, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44734", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:36246|issue:43596", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:44466|issue:45335", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:42886|issue:45229", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43673|issue:44734", + "issue:45584|issue:46170" + ], + "prepared_review_unit_hash": "531a2537a2a8d4164cd4801aec4e55b5485fdf4633b040a2502b045a22a11495", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs mostly share superficial keywords or broad subsystems, but they do not describe the same concrete bug/change. None of the candidate duplicate edges look safe to merge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest, most clearly scoped closed bug among the set: a specific v5.3.0 video-input regression spanning multiple Qwen multimodal variants. It is a better canonical anchor than the narrower, more isolated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it captures a concrete, user-facing regression with multiple affected models and a clear version boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing strict field and the other is from_config unwrapping text_config; different code paths and failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample rate defaults and import latency are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque underflow; not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for Qwen2.5 VL and a DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings synchronization and Whisper empty-transcription generation are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch config strictness, but one blocks loading granite_speech while the other drops a Qwen field; not the same defect." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and sam3_video/sam3_tracker config mismatch are different problems." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI output handling are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure and tokenizer error masking are different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Static cache return type and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and Windows ROCm/torch.distributed import failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/tied weights, but one is serialization by device and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-model bugs, but they affect different models and different failure points." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "A chat-completions request rejection and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque errors and stale Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both concern Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer-cache crash and a flash_attention.py s_aux=None AttributeError are different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tied-weights warnings and a stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm import dependency problems are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-weights warning." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A Qwen3-Next tied-weights warning and a patchtsmixer post_init policy issue are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and a captured_info.txt race are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve cache/generation, but one is missing cache state in v5.0.0 chunked prefill and the other is wrong tensor indexing in serve responses." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription behavior is unrelated to the Windows ROCm import 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": 18, + "review_unit_index": 38, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310" + ], + "prepared_review_unit_hash": "500c64d40f420ea983896aff12f5348ab6199bf8262407abb3e2c108dec8f781", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37111, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with one clear duplicate pair; the set is dominated by Transformers v5/model-loading regressions, but the soft edges mostly connect only by broad keyword similarity.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report here: it describes a concrete Transformers 5.0.0 breakage in model initialization that can naturally subsume several of the more specific v5 compatibility complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest standalone anchor: clear version context, concrete failure mode, and broad relevance across the surrounding v5-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained bugs, but one is tokenizer metadata and the other is processor file output; different code paths and symptoms." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/codec-related, but they affect different models and different failure points; not the same underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "A tokenizer AttributeError vs a performance regression after upgrade; no shared bug path." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad v5 regression vs a model-specific ESM2 breakage; too different to be duplicates." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown is unrelated to a DeepSpeed optimizer-step double-call bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omissions and DeepSpeed optimizer stepping are unrelated failures." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma EOS config mismatch and AttentionInterface.register behavior changes are separate issues." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-filter performance regression do not share a concrete code path." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache internals vs stale docs referencing pipeline(); one is code, the other documentation." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline token roundtrip behavior." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report placeholder vs a specific gemma-4 zero3 load failure; not comparable." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized save_pretrained failure and Qwen2.5-GGUF load failure are opposite directions and likely different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/transformers v5 compatibility is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are vision/video model issues, but different model families and different attributes/position-id logic." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video output attribute failure is unrelated to AutoConfig missing-fields behavior with trust_remote_code." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error and Sentence-Transformers loading hang are distinct environment/runtime problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API-setting guidance and meta-initialization incompatibility are unrelated concerns." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports, but they concern different symbols/modules and likely different missing-export fixes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing config field dropped by strict and a from_pretrained error on the same model family are related but not the same concrete failure." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video attribute error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are separate model/config issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and pipeline batch-finalization behavior are different subsystems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 Moe, but one is a from_pretrained load error and the other is a config-field serialization issue." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma token roundtrip issues are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and model-specific VRAM leak under multiple dataloader threads; this is a clear duplicate." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (AutoImageProcessor vs HybridCache) with no evidence of a single shared fix." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 Moe from_pretrained error are different operations and failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing top-level import for Qwen2_5_VLForConditionalGeneration are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe version compatibility and Qwen3.5 Moe from_pretrained error are model-family-adjacent but not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly centers the cluster on mostly unrelated Transformers v5/model-loading reports and identifies the exact duplicate pair (issue:42673 / issue:43704). The soft-edge verdicts are conservative overall, with no obvious overstatement of duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46231", + "issue:46326" + ], + "soft_pairs": [ + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:42898|issue:44568", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:43065|issue:46123", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44188|issue:44373", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:43723|issue:46326", + "issue:44060|issue:45125", + "issue:44295|issue:45656" + ], + "prepared_review_unit_hash": "e0456cb34ed59974af62e2f389fa85a9593bdecf4308fd456f702f025714d8d3", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. A few items share broad themes like tokenizer regressions, FP8, or v5 migration fallout, but none of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42898 is the broadest and most central user-facing regression report in the set, and it sits near several other tokenizer-v5 reports, but it is still not a true duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best representative issue because it describes a concrete, high-signal v5 tokenizer regression with strong discussion, even though the surrounding cluster is too mixed for a real duplicate umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they involve different symbols, different call sites, and different fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior for MoE models." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/import surfaces, but one is about backend extras and the other about leftover dummy PT objects." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "These concern unrelated model loading and pytest-xdist file races." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: batched-vs-single encoder outputs versus missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a test utility race; the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer behaviors and different model families." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation drift in a pipeline has nothing to do with the xdist file race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a Janus image-generation test failure are different code paths." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hangs and embedding resize reinitialization are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Mixed precision dtype drift is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "A broken model family import and a missing default for mm_token_type_ids are different issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d scaffolding and partial-batch result loss in a pipeline are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained file omission and Qwen3.5-MoE from_pretrained errors are different failures." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job-state reporting and DeepSpeed OOM with Adafactor are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel divergence and a docstring typo are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation-related internals, but the concrete failure modes are different." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenization outputs and different models." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying fix." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both mention v5 tokenizer behavior, but one is tokenizer loading and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported behavior and affected models/code paths differ." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Same broad theme, but different tokenizer families and different regression mechanisms." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image-processor API breakage and remote-code meta-init incompatibility are different multimodal issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a docs parameter-name mismatch are not the same change." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and documentation naming are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenizers, but one is AutoTokenizer loading and the other is continue_final_message behavior." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-family model issues, but they concern different bugs: tied-weights warnings versus missing tensor-parallel plan." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A buffer registration/read error and a duplicated optimizer step under deepspeed are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 40, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305" + ], + "soft_pairs": [ + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:43479|issue:44079", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:44190|issue:46082", + "issue:30333|issue:36331", + "issue:45071|issue:46082", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:43479|issue:44869", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:45381|issue:46305", + "issue:43723|issue:44977", + "issue:43873|issue:44945", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:43479|issue:43644" + ], + "prepared_review_unit_hash": "39ab4ef904a97a33f335241f966f31c4ad55671e392758aae0a13b0893d2f694", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37304, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated across different regressions, import errors, config issues, and model-specific bugs; no soft pair is strong enough to merge as the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43122 is the clearest, most broadly impactful regression: it reports a concrete tokenizer behavior change across versions with a reproducible user-visible difference.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue because it is well-scoped, actionable, and tied to a core library behavior change rather than a niche model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 output/tokenization differences, but one is about clean_up_tokenization_spaces behavior and the other is a Pegasus output regression; too broad to treat as the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A PEFT version pin mismatch and leftover dummy classes leaking into dir(transformers) are unrelated maintenance problems." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different output between v4/v5 is not the same as AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a missing image_utils import are different import/packaging issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained on MoE and tokenizer_class metadata mismatch are unrelated save_pretrained bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing symbol in image_utils and dummy PT objects leaking without torch are separate import surface issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing import from image_utils do not share the same root cause." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization metadata and double optimizer stepping under deepspeed are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and ModelOutput key assignment are different code paths and bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files concern different serialization layers." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow run reporting on failure and a model-loading regression for Llama 3.2 Vision are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy and processor save_pretrained file emission are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are different failures." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow not reporting failed jobs and CustomTrainer.compute_loss signature breakage are unrelated trainer issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are distinct config problems." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow run-state reporting and embedding reinitialization during post_init are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "A missing PyTorch dependency import error and MLflow reporting for failed jobs are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config initialization and Whisper timestamp decoding are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video missing attribute and MoonshineStreaming mask off-by-one are unrelated model-specific issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained failure are different serialization/load paths." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor and missing is_offline_mode are both import errors, but they come from different packages and different causes." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in an extractor and auto_docstring crashing under future annotations are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids in Qwen2.5-VL and a streaming mask off-by-one are different sequence-shaping bugs." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation issues are separate problems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output corruption do not point to the same code path." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior changes across versions and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a long OCR index error are different generation/data-path issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in a MoE indexer and remote-code checkpoint meta-init incompatibility are separate issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and max_shard_size default policy are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access and processor save_pretrained missing files are unrelated serialization/runtime issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring problem for position_ids is not the same as a GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44933", + "right": "issue:46132", + "accept": false, + "reason": "A missing import in image_utils and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4 multimodal config default initialization and non-persistent buffer junk in v5 are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44464", + "issue:44483", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:44368|issue:46305", + "issue:42886|issue:43066", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "74e9626e7b9dab14d93f48bb262c6e9a7566d0f18512a9ec458ad1fc51c0c182", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35065, + "estimated_input_tokens": 8767, + "estimated_eval_tokens": 17790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of Transformers issue reports, mostly around v5 regressions, imports, tokenizer/model loading, and a few unrelated model-specific bugs. None of the soft pairs look like the same underlying defect closely enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set because it most clearly represents the broad v5 import-regression theme and can anchor the cluster better than the highly specific model bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative single issue here: it captures the shared upgrade/import-breakage pattern that appears across several other reports, while the rest are narrower, distinct failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: chat/completions request handling vs a Gemma4 processor missing _tokenizer." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated code paths: CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer-related, but one is a from_pretrained loading issue and the other is an eos_token_id config mismatch." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch vision/model loading, but the concrete bugs differ: meta-init incompatibility vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers hanging is not the same bug as siglip2-base producing zero probabilities." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization save/load failures: dequantized Ministrals/Devstrals vs sinq round-trip corruption." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem, different defects: torch.split return handling vs a missing ReLU in the DSA indexer." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template padding crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and a sliding-window off-by-one are distinct bugs." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms and code paths: flash_attention_3 training degeneration vs NaNs after checkout/init." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision issue in MLA layernorm epsilon is not the same as a remote-code meta-init incompatibility." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 Moe from_pretrained failure are separate issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different configuration bugs: multimodal None defaults vs GPTNeoX rotary_pct not persisting." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols for different model classes; not the same underlying import bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime indexing bug and a docstring issue are not duplicates." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "These are both about Qwen3/VL in broad terms, but they describe different concrete failures." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset_mapping corruption and missing BOS/EOS insertion are distinct tokenizer behaviors." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are unrelated failure modes." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to an off-by-one sliding-window mask bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer/load behavior, but one is offline cache handling and the other is a wrong decoder type in v5." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and an image-triggered infinite loop are different problems." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella of import errors, but 42757 is specifically a huggingface_hub symbol removal; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "The broken env command and the sentence-transformers import NameError affect different entry points." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are separate defects." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both concern loading, but one is a tokenizer mapping None bug and the other is AutoProcessor not forwarding kwargs." + } + ] + }, + "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": 18, + "review_unit_index": 42, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45593", + "issue:45600", + "issue:46132", + "issue:46328" + ], + "soft_pairs": [ + "issue:43550|issue:46132", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43232|issue:45593", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:43408|issue:43475", + "issue:43784|issue:45600", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:43122|issue:44514", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43232|issue:45245", + "issue:43122|issue:44521", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "295d9b3aeb77cf56524d02439f1d50b7f6e732886fb818081049235b140feb45", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36290, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a clean duplicate set. The only strong near-duplicate pair is the Qwen3.5 save/load regression; the rest are separate tokenizer, model, multimodal, import, and training issues.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45216 is the strongest anchor because it is a concrete, versioned regression in Qwen3.5 save/load behavior and it matches the only plausible duplicate pair in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most triage-worthy representative: specific repro scope, explicit regression version, and a clear code path around checkpoint serialization/loading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: one is torch.compile/SDPA on Bamba, the other is AttentionInterface.register behavior." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance vs a torch.split indexer bug; no shared underlying defect." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated loading stall versus MacOS bus error in a community CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer read access issue vs tokenizer_config.json class mismatch; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to incorrect pipeline-parallel generation output." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both mention AutoTokenizer, but one is a broad v5 loading regression and the other is a specific tokenizer failure; not enough evidence of the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs issue is unrelated to chat template crashes with tool calls." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config issue in MLA layernorm is unrelated to a docstring error." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save_pretrained bug and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is not the same as broad post-upgrade import errors." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen/GLM model-specific bugs with no shared concrete failure path." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type mismatch warning and missing attribute on Sam3VisionEncoderOutput are separate SAM 3 issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification output bug is unrelated to Gemma 4 token-type-id behavior." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save bug and Phi-4 multimodal loading failure are different issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output changes across versions are not the same as a batched chat-template padding crash." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer implementation discussion and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug and tokenizer save_pretrained class mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs handling is unrelated to the categories-limit runtime error." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenization regression and multimodal assistant_masks bug do not share the same concrete failure." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save issue is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Versioned tokenizer behavior change is unrelated to chat-template crashes with batched padding=False." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification empty results are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained moe are not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Both are Qwen3.5 MoE save/load regressions on 5.4.0+: one says save_pretrained produces a bad checkpoint, the other says from_pretrained fails; these plausibly share the same serialization/load bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint and SequenceFeatureExtractor.pad performance issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are clearly unrelated by title/problem domain, and the only accepted near-duplicate pair, issue:45216 with issue:45478, is plausibly the same Qwen3.5 MoE save/load regression and could be fixed by one PR. The soft-edge rejections are conservative and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 43, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46326" + ], + "soft_pairs": [ + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:43824|issue:44351", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:42831|issue:44297", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:44380|issue:46077" + ], + "prepared_review_unit_hash": "6179ae9e1eb009aa8712294c241dc6345e15b9be3f58498e4d61c9af7c9a7f49", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: tokenizer regressions, import errors, model-specific bugs, training issues, and documentation mismatches. None of the soft pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45278 is the closest broad umbrella in the set (general v5 import-regression complaints), but the cluster is too mixed for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most representative by breadth and discussion, but only as a loose umbrella; it does not actually unify the rest into one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: Qwen3 tokenizer offset mapping vs loading a specific model checkpoint." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization, but one is a v4\u2192v5 behavior change and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset-mapping bug and multimodal assistant-mask bug are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different model paths." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated issues: sentence-transformers import NameError vs flex_attention version-check bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX module import failure is unrelated to added-token spacing in tokenization." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Import error vs tokenizer consistency / error-message issue; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Model weight-loading bug vs AutoProcessor kwargs forwarding bug are distinct." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Related theme, but one is decoder-type selection and the other is Deepseek tokenization correctness." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution error and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different problems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation-config validation vs GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.train()/evaluate() failure do not share the same concrete cause." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance issue is unrelated to missing image-patch helper logic." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failures: vitpose import breakage vs Ministral flash-attention failure." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FP8 accuracy issue and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support regression and a PyTorch version-check import bug are distinct." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/Qwen3.5-Moe related, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same broad model family, but different variants and different failure surfaces; not the same concrete code path." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug vs pipeline translation-task error message are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal/model-specific bugs: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper bug is unrelated to flex_attention import/version checking." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module import failure is unrelated to LayoutLMv3 box-information error messaging." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset-mapping bug are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels and NaNs in heads are different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression umbrella, but 38617 is one specific missing symbol and there is not enough evidence they are the same root cause." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both affect attention behavior, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask logic are distinct." + } + ] + }, + "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": 18, + "review_unit_index": 44, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45588", + "issue:46002", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:43381|issue:44945", + "issue:43064|issue:43673", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:38617|issue:41628", + "issue:42222|issue:46178", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:44117|issue:46328", + "issue:44964|issue:45278" + ], + "prepared_review_unit_hash": "7605eeda62fdaf7d1f52373bdfc2709c74aacd6b34bcfe4bcc681c35ca367d80", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35241, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mixed bag of unrelated Transformers issues. The soft-similarity pairs are mostly same-subsystem or same-version lookalikes, but not the same underlying bug/change, so they should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the best representative issue here: it is a clear, user-facing v5 tokenizer regression with a broad scope, and it sits closest to the other tokenizer-related near-matches in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest triage anchor overall because it is specific enough to be actionable while still broad enough to represent the tokenizer-regression slice of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: backend/dependency packaging vs Python 3.14 import/load breakage." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete bugs on different models/code paths." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash-attention crash on missing s_aux; unrelated code paths." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient-checkpointing eval-mode issue and pipeline-parallelism output corruption are distinct problems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state mismatch and generation cache missing are different training vs inference bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation cleanup does not match the flex_attention version-check bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug and missing-torchvision AutoProcessor crash are different video-loading issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation failures with different symptoms and likely different causes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization tied-weight inconsistency vs NaNs after checkout/init are not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency-version complaint is not the same as an incorrect import version check." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling vs Mistral regex patch crash are separate tokenizer-loading bugs." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and noisy logging message are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained error are different model/config issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are not the same code-path problem." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are different v5 breakages." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different failure modes." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken VitPose models and unknown tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime post-processor update behavior are different tokenizer bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning mismatch and KeyError while loading MobileLLM are separate loading issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading vs documentation parameter mismatch are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Chat/completions request rejection and Qwen3.5 MoE from_pretrained failure are different problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and unrecognized model config loading error are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization output are related broadly, but not the same concrete defect." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "API request acceptance failure and streaming inference failure on a specific model are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:46328", + "accept": false, + "reason": "Tokenizer mapping logic and SequenceFeatureExtractor.pad performance behavior are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific multimodal model load failure and broad post-update import errors are different scopes and causes." + } + ] + }, + "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": 18, + "review_unit_index": 45, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46172", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:44188|issue:46328", + "issue:42371|issue:44261", + "issue:44913|issue:46328", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:42673|issue:44977", + "issue:45071|issue:45542", + "issue:42673|issue:43906", + "issue:43012|issue:43408", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:42371|issue:42831", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43673|issue:46328", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:45588" + ], + "prepared_review_unit_hash": "525f591f27193f7c29bd0c860a1268afc8d36cc4b78838775c2648b68ea4d04c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37730, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated import errors, model-loading regressions, config/serialization bugs, FlashAttention behavior, precision warnings, and packaging/backend problems. I found no convincing duplicate pairs, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45071 is the best representative only in the loose sense that it is a clear, core-library regression in `PretrainedConfig` type checking; the rest are mostly model- or backend-specific and do not share one underlying fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the most broadly applicable and clearest issue in the set, but the overall cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: one says SGD arguments are ignored, the other says optimizer.step() is called twice under deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: vitpose model breakage vs. tensorboard/TensorFlow backend installation error." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a PyTorch compile warning and the other is Blip2 submodules staying float32 on load." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model issues and different symptoms: missing projections in one layer vs. from_pretrained loading error." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Completely different code paths: torch.compile attention-kernel branching vs. audio feature padding performance." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance is unrelated to an MLA layernorm epsilon precision bug." + }, + { + "left": "issue:44913", + "right": "issue:46328", + "accept": false, + "reason": "GPTNeoX config reload regression is unrelated to SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend install issue vs. vitpose model breakage; no shared underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different missing-function/import problem vs. a feature-extraction implementation issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config field, the other about unexpected position-id keys; similar theme but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are import/API regressions, but they affect different objects and failure modes." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal processing bugs: missing image-patch method vs. missing RMS norm epsilon in MLA." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-family issues affecting distinct code paths and model behavior." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multi-threaded loading is unrelated to flash-attention generation failure." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Core config type-checking regression is unrelated to TensorFlow backend detection during install/runtime." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The second is a reproduction of another issue, not the same as a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both mention warnings, but one is about float32 precision warnings and the other about a model-type mismatch warning." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different models and failures: torch.split behavior in GLM MoE indexer vs. a DeepSeek-V4 tensor transformation bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "No shared underlying bug: missing ReLU in a DSA indexer vs. DeepSeek-V4 dtype/transpose issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading errors." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is a Ministral-3 inference failure and the other is degenerate training with FA3; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are model loading issues in the Qwen3-VL family, but the concrete failure modes are different enough to not merge." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to FineGrainedFP8 accuracy issues." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config-field removal warning is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import failure from image_utils is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is a different root cause than loading physical-intelligence/fast failing on transformers>=5.1.0." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they concern different model/config mismatches and different fixes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM46V multimodal token counting bug vs. GLM MoE indexer split behavior." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to feature-extractor padding overhead." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility regression is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to save_pretrained sharding-size behavior." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Native DeepseekV3MoE divergence from remote code is a different model-implementation issue than DeepSeek-V4 dtype/transpose behavior." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config flag warning is unrelated to flash_attention.py crashing on sink-less models." + } + ] + }, + "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": 18, + "review_unit_index": 46, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44964", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:45859", + "issue:46050", + "issue:46172", + "issue:46298" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:45341|issue:45859", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43208|issue:43550", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172" + ], + "prepared_review_unit_hash": "e1801ecf54096f6622cba7f31637bf12449f0962a81dcc7caf1e4d08a0e06c9c", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive bundle of unrelated Transformers issues. The soft edges share broad vocabulary (imports, loading, saving, warnings), but they do not look like the same underlying bug or fix path.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a clear duplicate anchor for this set; if one representative must be chosen, issue 43873 is the least-bad fit because it is an active, broadly worded user-facing bug with the most discussion and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best global representative: it is open, high-engagement, and describes a broad real-world failure mode rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both mention v5-era breakage, but one is a config/API removal complaint and the other is a quantization save/load corruption report; different code paths and fixes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger application under model_init are unrelated distributed-training bugs." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak across dataloader threads is unrelated to Gemma 4's mm_token_type_ids defaulting problem." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different dependency/version mismatches." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer-loading failures." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next is a different bug from a config field being dropped by @strict." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different failures: one is a transformers 5.0 Qwen3-VL-Moe bug, the other missing projections in qwen3next." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight shape mismatch on loading a VL model is not the same as missing attention projection modules." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still triggering network access is unrelated to a missing embed_tokens.weight during UMT5Encoder loading." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing_utils bug and a Qwen3_5Moe rotary-embedding/offload incompatibility are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import symbols from different places; same symptom class, not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is removal of a config option, the other is offloading not behaving with quantization; not the same code-path failure." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing rms_norm_eps causing precision differences is unrelated to the GLM-5 RoPE implementation question." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Multimodal model loading failure and a testing_utils bug do not share a concrete underlying defect." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs propagation and an auto_docstring annotation crash are different utilities with different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading without torchvision and tokenizer mapping returning None are separate loader paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to a testing utility bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a reproduction of another issue; its title does not show the same concrete tokenizer-decoder bug as 43066." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision during processor loading is unrelated to a mistral_common import error in Gemma 4 processor loading." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading crashes and apply_chat_template crashes are different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing-utils behavior and flash_attention crashing on s_aux=None are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing-utils bug and xdist race on captured_info.txt are different issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are model-specific and unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor-loading crash vs testing-utils bug; no shared underlying defect." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight is unrelated to the default max_shard_size value question." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A compile-time precision warning is not the same as a torch.compile SDPA failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect translation-task error message and inability to save Pipeline objects are different pipeline/save_pretrained problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they come from different mechanisms and different model behaviors." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes in dummy_pt_objects.py and a noisy logging message are unrelated repository hygiene issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained failures with different objects and causes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save/load quantization bug and an infinite-loop image-generation bug are not the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A v5 config removal issue and a noisy logging message do not share a fix path." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage affecting scientific workflows is unrelated to a deepseek-v4 dtype/transpose 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": 18, + "review_unit_index": 47, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46298" + ], + "soft_pairs": [ + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:43618|issue:43761", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "db2ea9e9781f1850dc0c9e64577b503d49687930c4fa6b74be0b5036c31b9616", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are all false positives: they mostly connect unrelated bugs across different model families, APIs, or failure modes. No single canonical issue/PR stands out for this set.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue; the items are heterogeneous and span many unrelated subsystems, so choosing one representative would be arbitrary.", + "canonical_pr_reason": "No PRs were provided.", + "best_issue_reason": "No single issue is globally best for dedupe because the candidate issues do not share one underlying defect or change.", + "best_pr_reason": "No PRs were provided.", + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper loading failure vs a mask-generation batching bug; unrelated subsystems and code paths." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load problem vs invalid backend name registration; different failure classes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection vs processor chat-template crash on batched padding=False input; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained failure vs Qwen3.5 MoE from_pretrained load error; same family, but different directions and code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; unrelated components." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch warning during compile of bfloat16 model vs flex_attention compile failure on torch>=2.9; different concrete issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash import warning vs bfloat16 compile warning; no shared underlying defect." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different ImportError symbols from different packages; both are import failures but not the same missing-export bug." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings CI vs noisy logging; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils export vs network requests despite local_files_only; different code paths." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module restored after save_pretrained vs a DeepSeek v4 tensor operation issue; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression vs FP8 inference support request; one is a bug, the other is feature/support work." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill issue vs mask generation partial-batch dropping; different features and failures." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-template/request bugs with different triggers and stack paths; not one underlying defect." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed trainer optimizer-state corruption vs GPT2 attention scaling ignored under SDPA/FlashAttention; unrelated training vs attention behavior." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression vs sorted-state_dict load error; similar theme of loading, but distinct bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP output regressions, but one loses attentions and the other hidden_states; different fields and code paths." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config vocab_size vs missing Sam3VisionEncoderOutput attribute; both attribute errors, but on different models and objects." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token embedding resize bug vs Gemma4 bidirectional-attention mask bug; same model family but different concrete behaviors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure vs Pipeline save_pretrained failure; both involve saving, but not the same object or bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs Pipeline serialization failure; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Missing transformers.generation export vs missing huggingface_hub export; separate import-regression issues." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs Gemma4 attention-mask bug; unrelated model configuration issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression vs inability to save Pipeline objects; different APIs and failures." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support gap vs GLM-5 GenerationConfig validation error; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load error with sorted state_dict vs Qwen3.5 save_pretrained regression; both checkpoint-related, but not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction vs LlamaConfig head_dim validation; different model families and problems." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline/local_files_only networking bug vs GLM-5 RoPE implementation discussion; 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": 18, + "review_unit_index": 48, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:44380|issue:46132", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:44380|issue:45479", + "issue:43352|issue:44380", + "issue:43867|issue:45375", + "issue:36683|issue:44117", + "issue:43618|issue:44380", + "issue:41669|issue:44246", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44655|issue:44938", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600" + ], + "prepared_review_unit_hash": "c40dd00de0b9e0ad8da316c5e0c06fed86e6e1f7968078b1967fb32e06b5a3b1", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38453, + "estimated_input_tokens": 9614, + "estimated_eval_tokens": 19484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated Transformers issues. There are a few loose thematic overlaps around model/config loading, attention backends, and CI/test infrastructure, but none of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:36683 is the best representative of the recurring config-attribute/model-loading regression theme (missing fields during load), even though it is not a duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the clearest, most general issue among the set and best serves as a representative anchor for the loading/config-attribute failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are AttributeError-on-load reports, but they hit different config fields, different models, and likely different code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions missing is unrelated to a Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "One is a missing config attribute on Gemma3; the other is a MoE load-balancing loss bug. 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+ }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading problems." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but the affected models and defects differ: FlashAttention support vs GPT2 attention scaling." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Nemotron FlashAttention support and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-Python import errors and a Python 3.13 torch.jit parsing failure are different import-time issues." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict ordering load error is not the same as a Gemma pipeline roundtrip failure on the \u2581 character." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss sequence-classification bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "These are both attention-related, but one is unsupported FlashAttention on a specific model and the other is ignored scaling in GPT2." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict loading and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are distinct regressions." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing config vocab_size and TOKENIZER_MAPPING_NAMES returning None are different assumptions in different loading paths." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is missing 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but they affect different Python versions and have no evidence of the same root cause." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/UMT5 loading failures with different missing fields and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A load failure from sorted state_dict is not the same as a save_pretrained visual-key regression." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training instability and tensor-parallel OOM during model load are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Trainer optimizer-state corruption and inability to save Pipeline objects are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing for AutoModel import and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "This pair repeats a CLIP-theme but the bugs are distinct: attentions assignment vs class structure inconsistency." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions missing and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only being ignored and AddedToken keyword duplication are different tokenizer/download bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A CI set_seed/test-flake issue is unrelated to Phi-4 multimodal loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "These are different CI failures; they share wording about stale device overrides but not the same model/test or root cause." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A test flake in SamHQ and a broken auto_mappings reference to removed configs are unrelated CI 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": 18, + "review_unit_index": 49, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656", + "issue:45850", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:45850", + "issue:43010|issue:44368", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:33453|issue:36296", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "0c9c9b6c2acbc6057a6a16fbd41ef70ca26e966a3bc55f6bae069f8a5a92413d", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38783, + "estimated_input_tokens": 9696, + "estimated_eval_tokens": 19648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and compatibility breakages (imports, model loading, save/load behavior, performance, and docs). No soft pair is clearly the same underlying bug/change under strict triage.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest representative report of the cluster: multiple import errors after upgrading from 4.57.0 to 5.5.0, which matches the general v5 breakage theme better than the narrower single-symbol reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the cluster\u2019s main user-facing pattern of v5 compatibility regressions; the other issues are mostly specific manifestations or unrelated subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE/FP8/tensor-parallel areas, but one is about saving pretrained weights and the other about missing tensor-parallel plan during loading; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated subsystems: CLI environment command vs attention registration behavior." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different fixes; too broad to treat as the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors and a data-filtering slowdown are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a tensor-parallelism plan issue and the other is a generic from_pretrained load failure; not enough evidence of one concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory/OOM regression and checkpoint reload failure are different failure modes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE issues: missing tensor-parallel plan vs missing config field silently dropped." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decoration and mass import errors are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading vs documentation confusion are not the same underlying issue." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading regression and checkpoint reload failure may both be load-related, but they are not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only API leakage is unrelated to FP8 MoE save_pretrained behavior." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache update decorator bug is not the same as a broad complaint about many models breaking." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "No-grad cache updates and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issues and a missing image-patch method causing an AttributeError are different problems." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bugs are different code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and an unrelated placeholder issue do not match." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and pipeline save_pretrained problems are distinct." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different breakpoints." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE model-loading breakage and checkpoint reload incompatibility are not clearly the same bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hugging Face Hub import error and transformers env CLI breakage are different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage and config type-checking regressions are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Environment command failure and Qwen2.5-VL import error are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and import failure are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 MoE save_pretrained and FP8 inference support are adjacent topics but not the same concrete issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad behavior and Python version compatibility are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "CLI env command failure and Python 3.14 loading failure are different problems." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior and FP8 inference failure on B200 are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different APIs/symbols; not enough to merge as one bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs behavior mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Training parallelism bug and BeitImageProcessorFast reduce_labels bug are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save_pretrained files and an unspecified bug report are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 50, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "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:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43976|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "71c94ed91ce380917163079dcc8c0139cbeae4b3b4f4a1c72288725b6653455f", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38792, + "estimated_input_tokens": 9698, + "estimated_eval_tokens": 19652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated model-specific regressions, import/lazy-loading issues, and a few docs/config bugs. There is no strong single duplicate cluster; at best, a broad v5-regression umbrella issue stands out.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in this set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the closest thing to a cluster anchor, though it is still very vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most general and representative issue among the listed reports, but it is not a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "One is lazy loading/import behavior; the other is a TensorFlow/tensorboard backend error. Different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3, but one is a general bug report and the other is a missing tensor-parallel plan. Not the same concrete issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import slowness is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bbox output bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for position_ids is unrelated to a nonspecific 'racoon' report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-family vision issues, but they describe different failures and likely different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage is not the same bug as checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in one config is a specific model config bug, not the broad v5 breakage umbrella." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star/lazy-loading performance concerns are different from GenerationMixin cache missing in chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 migration, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the broad 'many models break' report." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a model-specific failure, not the same as the generic v5 breakage complaint." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance from removing import * is unrelated to a missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch import/lazy-loading, but one is intermittent import slowness and the other is lazy-loading not working properly; not clearly the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Sam3 tracker config mismatch and Liger Kernel/model_init behavior are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passing is unrelated to scheduler keyword handling." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error for NemotronH is unrelated to Qwen3-VL bbox output issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is too specific to match a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is too specific to match a generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to a Qwen3-VL hallucination/error report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are different subsystems and different failures." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star/lazy-loading performance is not the same as HybridCache failing to import." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is about import errors after upgrade and the other is a generic 'too many models break' report; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache behavior is unrelated to a typo in cache strategy text." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough and attention-interface usage are related to RoFormer, but they are different implementation defects." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image patch count on GLM46V is a specific multimodal processor bug, not the broad v5 regression umbrella." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-family failures: one is bbox output behavior, the other is a from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weight-key handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs behavior." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance and cache-strategy typo are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are both import-related but not the same code-path problem." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior API guidance and a cache-strategy typo 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": 18, + "review_unit_index": 51, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43827", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "7d8add12fef4634652f608ca4044d304947782314038431e6b04bdc1384b4ff5", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 39956, + "estimated_input_tokens": 9989, + "estimated_eval_tokens": 20234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly false-positive similarity: the issues span unrelated loading, tokenizer, model-architecture, scheduler, docs, and CI problems. No soft edge looks like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43502 is the most concrete, self-contained regression in the set: it clearly describes a single bug (`local_files_only=True` still triggering network access) with a straightforward code-path to fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest standalone issue to represent this cluster because it is specific, reproducible, and actionable, unlike the broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both are save/load-related, but one is about saving pipeline objects and the other is a tied-weights helper crash; different bugs and fixes." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model components and failures: DSA indexer ReLU behavior vs Gemma4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug placeholder does not match the specific Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` CLI vs module import failure for Qwen3_5; unrelated problems." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still mentioning `pipeline()` and a typo in cache strategies are different issue types and code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is about shared expert gating and the other about a tensor transpose/conversion bug." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math in a processor vs scheduler keyword handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in Qwen3ForCausalLM are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about parameters vs a tokenizer/model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and confusing forward docs are different issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different architectures and code paths: GLM-5 RoPE vs Gemma4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A VRAM leak and a RoPE implementation issue are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are not the same underlying problem." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint about v5 breaking many models is not the same as a specific import failure for Qwen3_5." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Ignoring `local_files_only` and a timestamp calculation bug are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance vs a multi-thread VRAM leak are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp logic and missing files from `save_pretrained` do not describe the same bug." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp computation and VRAM leakage are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma4 audio positional encoding are different failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A `torch.split` return-value issue in GLM-MoE is unrelated to Gemma4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different model bug." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "FlashAttention support for NemotronH and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 behavior, but one is a broad version-difference report and the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an off-topic placeholder issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling and chat template crashes with tool calls are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_id` in config and tied-weights key crashes are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "A VRAM leak and a placeholder issue have nothing in common." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type bug vs off-topic placeholder issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing files in `processor.save_pretrained` are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Off-topic placeholder vs specific Qwen3_5 import error." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow status reporting after failed training and checkpoint loading slowness are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a Qwen3.5 MoE `from_pretrained` error are different fixes." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness and tokenizer loading regression are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are separate feature requests/problems." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights handling and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in a config and tokenizer regex warnings 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": 18, + "review_unit_index": 52, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-443", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "95fcb8df904bab3a102696e6c75df8a576acdfcc2321a306e518dd3c93c8fd48", + "component_budget": { + "node_count": 443, + "item_count": 443, + "soft_pair_count": 1630, + "serialized_chars": 845143, + "estimated_input_tokens": 211286, + "estimated_eval_tokens": 422828 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6642, + "estimated_input_tokens": 1661, + "estimated_eval_tokens": 3578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates. They span unrelated areas (model normalization, Mask2Former loss handling, config typing, tokenizer warnings, a typo, and RoFormer attention wiring) with no shared code path or explicit linkage.", + "confidence": 0.96, + "canonical_issue_reason": "If a single representative is needed, issue 43240 is the best fit because it describes a concrete runtime bug with broader applicability and the most discussion/references, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the strongest cluster representative: it is a direct functional bug, broadly phrased, and has more inbound references/discussion than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs: Mask2Former ignore_value handling vs. kwargs not forwarded to a loss function. No shared code path or concrete duplicate evidence." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation and RoFormer attention interface wiring are unrelated subsystems and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model loss parameter usage and tokenizer regex warnings are unrelated; only a superficial \u201cincorrect behavior\u201d similarity." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug and RoFormer attention implementation problem affect different models and code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A loss-parameter bug and a typo in a quantization attribute are clearly different kinds of issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "One is about forwarding kwargs to a loss function; the other is an incorrect type hint on a config field. Not the same bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type-hint correction and an attribute-name typo are distinct, with no evidence they target the same change." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization-related settings, but one questions a model layer choice (RMS norm) while the other is a config annotation issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERTConfig norm_eps typing are unrelated and would not merge into one fix." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "fd6d9f0a6481ae2be27ffcf89af49e6e5b36820ac694135e43f3c639244274bd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like training functionality, and Wav2Vec2 word time offsets. I do not see a duplicate cluster here.", + "confidence": 0.97, + "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 problem domains: truncation strategy for tokenizer inputs vs. extracting start/end timestamps from Wav2Vec2 outputs." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about text truncation options; the other asks for scheduler behavior similar to ReduceLROnPlateau. No shared underlying bug/change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Training scheduler feature request vs. speech model alignment/time-offset extraction. Broad library area overlap only, not the same concrete issue." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "6e165b957aec4a3af5ebc315d402db66ea177be954915e82f565c5e08bc8d607", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "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 true duplicates. #13244 is about tokenizer behavior, while #15980 and #16618 are both model-loading related but point to different failure modes and likely different fixes.", + "confidence": 0.86, + "canonical_issue_reason": "#16618 is the broadest and most central model-loading report in this set, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 has the highest discussion activity and the most general title, so it is the strongest representative issue among the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenizer mismatch vs model loading failure are different code paths and different user-facing bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading/downloading models, but #15980 is specifically about an unauthenticated private-model download error message, while #16618 is a generic load failure for bert-base-uncased; 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": 4, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "7ef61e2be28e40c4736348255de565fc6202583c553618355eeab508ff534a93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-tracking community contribution issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a broad theme but not the same underlying change or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue #33260 is slightly more central because it is newer and has more inbound references, but it is not a duplicate of #26350.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are architecture-support requests, but they target different features (Flash Attention 2 vs GGUF) and different implementation paths, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "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": "545f46059ad79af8313ad47d09c3f434a3fab3df609cf73c4f4f0ae48f1b7838", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The only clearly supported duplicate is the Thai pair 46222/46226, which has identical text and title. The other issues are not shown to be duplicates; the three placeholder-template translation issues (43834/44365/44370) are highly similar, but the packet does not confirm they are the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46222 is the best canonical because it is an exact duplicate of issue:46226 and has slightly more activity/inbound references, making it the better anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the strongest issue representative for the duplicate pair and should be kept as the canonical record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same general docs-translation template, but there is no evidence these are the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same general docs-translation template, but no confirmation of a shared underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "High similarity appears to come from the shared template, not a confirmed duplicate request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "The titles show different language requests, so these are separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "The titles show different language requests, so these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Similar docs-translation template text is not enough to prove a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Similar docs-translation template text is not enough to prove a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "The titles show different language requests, so these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Similar docs-translation template text is not enough to prove a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Similar docs-translation template text is not enough to prove a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Similar docs-translation template text is not enough to prove a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Similar docs-translation template text is not enough to prove a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "The titles show different language requests, so these are separate issues." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "The titles show different language requests, so these are separate issues." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Similar template wording does not establish the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Similar template wording does not establish the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "The visible evidence is only an identical placeholder template, not a confirmed duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Similar template wording does not establish the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Similar template wording does not establish the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Similar template wording does not establish the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Similar template wording does not establish the same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact duplicate: identical Thai title and body with no sign of a different request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 46222/46226 duplicate call is well grounded, but the cluster-level summary overreaches. The packet only visibly supports distinct languages for 27088, 28936, and 38435; for 43834/44365/44370 the evidence shown is just an identical placeholder template with high similarity, not confirmed different language requests. That part of the reasoning is not conservative enough. Please narrow the summary to the clearly supported duplicate pair and avoid asserting unshown language distinctions for the template issues." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "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-36817-16", + "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" + ], + "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:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "6788eccee9752efeba5b71728b9f40b23804c8b14838929aee5515a6b9eaa982", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of loosely related model-request issues (mostly \u201cadd model\u201d / \u201csupport model\u201d requests) rather than true duplicates. The similarities are thematic, not the same underlying change or bug, so all soft edges should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must anchor the cluster, issue #42738 is the broadest and most generic request (\u201cBERT-like models with RoPE\u201d), but it is still not a duplicate of the other model-specific requests.", + "canonical_pr_reason": null, + "best_issue_reason": "#42738 is the best issue candidate only as a broad representative of the shared request pattern; it is the least specific and most central-looking title in this set, though the issues remain distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Both are model-addition requests, but for different models (EuroBert vs DEIMv2) and different underlying changes." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are unrelated model requests; same broad category, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different models (EuroBert vs RF-DETR) with no indication of a shared implementation path." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests, not duplicate reports of the same model support." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different models and different code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model additions with different implementations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are not the same model or code change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the OpenAI weight-sparse transformer request are different architectures and implementations." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different requested additions with no shared concrete bug/change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families, not duplicate requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-specific requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are distinct model/architecture additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and different implementation targets." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models, not the same underlying request." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are related only thematically; they do not ask for the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A BERT-like RoPE architecture request is not the same as Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and different support changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough for duplication." + }, + { + "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 support and weight-sparse transformer support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete implementation." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different models, not the same issue." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions, not duplicates." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 support are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different research models, not the same underlying feature." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "df35d02b224e4123b66d1de666a6c08df69d4127c31470d6610b9d2470ae53ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates. #41084 is a vague request about block decoding, while #43037 asks for DeepSeek v3.2 support; they describe different changes with no shared targets or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the more specific, actionable issue, but it is not a duplicate of #41084; the pair should not be collapsed into one canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: these are different requests. One is about block decoding behavior, the other is model/version support for DeepSeek v3.2. They share only weak textual similarity and have no explicit shared target or evidence of 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": "issue", + "component_index": 8, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "609d4909bbda546bd911e11d9b9127266b1f38db10ceaaa756fcf597715cae71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer-related feature/bug reports: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a vague theme around custom trainers, but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete and directly actionable Trainer customization request; it has a clearer code-path target than the FLOPS-estimation discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best representative issue for the cluster because it is specific, implementation-oriented, and not merely a broad usage concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: these refer to different Trainer behaviors. One concerns pruning unused columns/customizability, the other concerns counting FLOPS for custom trainers. The shared mention of custom trainers is too broad to indicate the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "acf6d6ea213217f134a1f043ad549ebabbe34555e9ed44b402c1d390f08e3c15", + "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 separate feature requests, not the same underlying bug: one asks for Qwen3-Omni auto-model registration, the other for Qwen3.5 sequence-classification support.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the two tickets target different model families and different auto-head capabilities.", + "canonical_pr_reason": null, + "best_issue_reason": "If a cluster anchor is needed, 43684 is the broader AutoModel registration request, but it does not subsume 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different requests: Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification support for Qwen3.5. They do not describe 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": "issue", + "component_index": 10, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "5b648f2cbd337f8547f43e72d1c5cc6118550b958988ca98565d2e2049da2ed1", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are extremely under-specified issues, with three sharing the same generic title and no concrete bug details. There is not enough evidence to confidently merge any pair as true duplicates; no PRs are present.", + "confidence": 0.24, + "canonical_issue_reason": "issue:43859 is the least weak representative only because it has the most observable activity, but the cluster lacks concrete description to establish a real canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the best available issue anchor for triage, but only by marginal activity signals; the actual problem statement is too vague to judge quality.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are unrelated/generic and there is no body or target evidence showing the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No concrete shared bug report is visible beyond weak similarity signals." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The only commonality is low-information similarity; nothing ties them to the same defect." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "They share the same generic title, but there is no actual issue content here to confirm they are true duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence of the same underlying problem; same-title similarity alone is not enough." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "No concrete description, target, or reference evidence supports treating these 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": 11, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "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": "eb12c1af21242cc56ff723fcfec298bdbb2c61e77260a3127def4fc8e3499a55", + "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 low-information, likely unrelated spam/off-topic issues with no concrete duplicate pattern; the generic titles are not enough to treat them as the same underlying report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44371 is the earliest item and, like the rest, carries no actionable detail; if one artifact must anchor the cluster, this is the least-wrong placeholder.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most descriptive title in the set, but it is still too generic to serve as a meaningful canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just \"\" with no body detail; same placeholder title is not enough to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like titles, but no evidence they describe one shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation request; no common concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"Check out \\\"Google LLC\\\"\" is unrelated to the spam placeholder issue and does not indicate the same report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; no shared underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title, but no substantive description or target to show they are duplicates rather than separate spam posts." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No overlap in subject matter beyond being low-information issues." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No overlap in subject matter beyond being low-information issues." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "afa79f11561d85a8af96131c13b1bfce22b2471ec37fd3d88a627a3f5fefd339", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues have the same title and highly similar content, so they appear to be duplicates of the same energy-optimization proposal.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 is the better canonical because it was created first and already has an inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the strongest representative issue for this cluster for the same reasons: earliest, already referenced, and indistinguishable in topic from #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, same apparent topic, and no evidence of distinct scope; these look like duplicate reports of the same underlying idea." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues are closed, share the exact same title, and the pair is marked with soft similarity. Choosing issue:45145 as canonical/best is also supported by its earlier creation time and inbound reference. The soft-edge accept is conservative given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "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": 14, + "component_count": 18, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "1b8987a7b16ed72d31514328016c16b0c7a3da28149de973bfffec69124f52f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the more general and actionable bug report, with a clearer configuration-level failure mode and broader applicability than the Gemma4-specific audio-module report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best representative because it describes a concrete, reproducible inference regression and is less model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the underlying bugs differ: one is a Gemma4/audio-module uint8 + torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module behavior that clears lm_head exclusion and causes an AssertionError. Different failure modes and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "a90cef20b713fed00bbbbfbcbd2d458b8c856f942e93701524657ea33aa4b5c3", + "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": "Two closed issues with only personal-name/date titles and no body or links; they do not appear to describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative of a technical problem; both are empty placeholders with no actionable content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names/dates and no issue body or linkage indicate unrelated placeholders, 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": 16, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "038eb8af8c5e06681219263078fdf3ab4d9e0aaed6a6f22883b4432bc6b9941c", + "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 are two unrelated closed issues with only personal-name titles and different dates; there is no evidence they describe the same bug or change, so the soft duplicate link should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named subjects and dates, with no body or technical details indicating a shared 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": 17, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "4cb83a3780c38b5a3a7a869202996bdb8fbced8f894cca77e06edb6f2412fa91", + "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 about different features: adding Qwen3_5ForTokenClassification for value-model use versus support for FP8 training. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No canonical issue among these two; if forced to pick a representative, 46295 is broader, but it is not a duplicate of 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests and code paths: one is a model/class addition for token classification, the other is training precision support. Shared theme of model training is too broad to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "379411811cd921693d9d1859e290cbbb8c03642413cdc5bd21c30bd5e4b19af9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to split into two separate likely-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different finance-related post but not part of either pair. The evidence supports strong similarity, but not a claim of exact body identity.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45870 is a good canonical representative for the first likely-duplicate pair because it is the earlier of the two highly similar issues with the same title and the same body length. That said, the full cluster is not one duplicate set; it contains two distinct likely-duplicate pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the best single representative across the cluster only in a limited sense: it sits in the clearest likely-duplicate pair and is the earliest post there. If the cluster were split, 45872 would be the analogous representative for the second pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset promotion versus a financial time-series example. Similar finance wording, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset promotion versus a financial time-series example. Broadly related wording only." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Highly similar / likely duplicate pair: same title and same body length, with no evidence of a different underlying request. The record does not prove identical bodies, so this should be phrased conservatively." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying request: financial time-series prediction example versus a scraping-service-oriented post." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request: financial time-series prediction example versus a scraping-service-oriented post." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying request; only broad finance/DataForge overlap, not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request; only broad finance/DataForge overlap, not the same concrete issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Highly similar / likely duplicate pair: same title and same body length, with no evidence of a different underlying request. The record does not prove identical bodies, so this should be stated conservatively." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is a bit overstated. The packet supports that 45870/45871 share the same title and body length, and 45872/45873 also share the same title and body length, but it does not prove the bodies are identical or that these are exact duplicates. Please downgrade claims like \"exact duplicate\" / \"exactly matches body\" to conservative language such as \"highly similar\" or \"likely duplicate.\" The cross-pair rejections against 45869 look grounded, but the duplicate-pair acceptances are too strong given the evidence shown." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46344" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46344", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "49c3c7a47e0c15b94066bcb57a1f37fb4ebb56256e421ffb79abefc57b3de820", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40245, + "estimated_input_tokens": 10062, + "estimated_eval_tokens": 20380 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40245, + "estimated_input_tokens": 10062, + "estimated_eval_tokens": 20380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` changes (#43251 and #43254), which both implement the same kwargs passthrough to `nn.functional.cross_entropy` for the same tracked issue.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the clearest canonical PR for the duplicate pair: it is issue-linked to #43240 and implements the same `fixed_cross_entropy` fix as #43254 with the same concrete code path.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the best representative in this cluster because it is the only tightly duplicated change and has the strongest signal (explicit issue target, same file, same fix).", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: adding VideoPrism docs/model files vs executorch dynamic-shape export tests. No shared code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer method additions are unrelated to executorch export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method fixes vs adding a new MobileLLM model; unrelated work." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are not the same underlying change as introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs passthrough and a new model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs support is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 test fixes do not share the same bug or code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs fixing config-resolution order; different issues." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and model-creation skill content are not the same code change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor is unrelated to Mistral4 tests." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46344", + "accept": false, + "reason": "Mistral4 test fixes and VitPose graph-break fix are different models and different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming/conversion mapping; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and serve chat parsing updates do not target the same code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding a model-creation skill are different artifacts, not the same bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution-order fix are separate changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` code path on the same issue (#43240) by forwarding supported kwargs to `nn.functional.cross_entropy`; they are functionally duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly unrelated and only elevates the 43251/43254 pair, which is supported by the shared issue target (#43240), same file, and the same `fixed_cross_entropy` kwargs passthrough. The other soft-edge rejections are conservative and do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "4f44c1aea0f6ca4bd2a6d119a90b3a5a57c28adcfbd3dfdf40291de5fd02906a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10379, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10379, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly broad similarity around model registrations, but the PRs are not duplicates. 40546 implements base VibeVoice, 42781 adds a separate VibeVoice Realtime variant, and 46331 is a different Parakeet-RNNT model change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the best canonical anchor because it is the earliest and most general VibeVoice implementation in the cluster; the other PRs are either a follow-up variant (42781) or an unrelated model family (46331).", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest representative of the shared VibeVoice work and covers the main model introduction; 42781 is a distinct realtime extension, not the same concrete change, and 46331 is outside the model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are VibeVoice-related, but 40546 adds the base model while 42781 adds a separate realtime/acoustic-tokenizer path and extra generation code; they are related follow-ups, not the same underlying change." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "These target different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-registration files are incidental and not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "57bb7fd945108bb761e264a8547d0acac38551c77d2960a967b97bad53fa432b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds covariate forecasting to TimesFM, the other adds DINOv3 image classification support. They do not share the same underlying bug or change path, so the soft match is rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different features, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication: 40755 and 41224 address unrelated code paths, so neither is a suitable canonical anchor for the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and feature areas (TimesFM covariates vs DINOv3 classification); not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "2e4f07d5dd40fecd1dd85b18fa39a2dd9a68815aeaa3c1fc7c0aa30ce53ffb89", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeekOCR, Isaac, and Kimi2-6). They share the usual Transformers scaffolding and registration files, but they target different models and different code paths, so the similarity is boilerplate rather than duplicate change content.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three pull requests introduce different models and are not duplicates of the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the strongest standalone representative only by maturity/review activity, but it is still a distinct Kimi2-6 model-addition PR rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "DeepSeekOCR vs Isaac are different model introductions; shared docs/auto-registration/test scaffolding is expected boilerplate, not the same bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 add different models with different files and implementations; overlap is broad Transformers model-registration plumbing, not a 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": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "f6ea5c6510b176b90a2f586511cfac3ff7c4c8a7afda33b0a17900dc7d02e639", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are broad GitHub Actions dependency upgrades, but they target different action families and different upgrade goals. PR 42975 is about bumping core GitHub actions for Node 24 compatibility; PR 42976 is a separate bump of docker/build-push-action to newer versions. They overlap in workflow files, but not in underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical choice because it has the broader, more clearly stated platform-compatibility goal and touches the larger set of workflow action upgrades.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall PR candidate since its title and diff indicate a more general dependency compatibility sweep, whereas PR 42976 is narrower and focused only on docker/build-push-action version bumps.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: one upgrades general GitHub actions for Node 24 compatibility, the other upgrades docker/build-push-action. Shared workflow files are not enough to treat these as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "95da5c10a8f1b328d1639b6049fad7f0d150d68786919e81c08bf74bcccf65f3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14182, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14182, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-addition PRs with superficial overlap in docs/auto-registration, not duplicates or mergeable fixes. The shared files are boilerplate for adding new models, while the actual model families, configs, processors, and tests are distinct.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: each PR adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM) with its own implementation and test surface, so none is a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be picked as the most representative standalone addition, PR 43451 (Molmo2) has the broadest implementation and review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are different model families; shared docs/auto files are routine model-registration boilerplate, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 add unrelated architectures with separate model code and tests; overlap is only in generic integration files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "CTSM is a different time-series model addition from ViT NEPA, with no shared code-path problem beyond generic registry/docs updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model generations/families; despite similar naming and shared registration scaffolding, they are not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target different modalities and code paths; the overlap is only in broad model-registration plumbing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions; shared auto/docs edits do not indicate a single 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": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "10520d2986de2d2768725c9ea5bcc3998de06d8312a28fd5cefd78ac39dd7ed2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a true duplicate set: one Whisper tokenizer/test fix, one unrelated placeholder-style test-only PR, and one broader FP8/dequantization fix. Only the dequant fix looks like a substantive, merge-worthy code change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44815 is the strongest canonical PR because it addresses a concrete dequantization/loading path bug across multiple implementation files, with code changes beyond tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44815 is the best overall PR candidate: it has the clearest real bug fix, broader code impact, and more complete implementation than the Whisper-only test fix or the test-placeholder PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different subsystems and different intent: Whisper tokenizer decode logic vs CLIP/ViT test files with placeholder failing asserts. They do not look like the same underlying change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tokenization changes are unrelated to FP8 dequantization, model loading, and Mistral/quantizer code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These are unrelated PRs: one is test-only edits in vision models, the other is a substantive dequantization fix across loading/quantization code." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "8488918de688b61172cc90e44cfea5358e2d4b53a3eecba29cc8b23ee6237fb9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate, mostly synthetic/test-only changes with superficial overlap in CI or ViT test files, but no pair looks like the same concrete bug fix or feature change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46114 is the broadest and most representative of the testing/migration-style PRs, spanning CI wiring and several test files, so it is the best single representative if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR 46114 is the most comprehensive of the set and best captures the shared testing-infra theme, while the others are narrower or clearly unrelated in actual code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both touch test-related files, but one is a setup/dependency/version-bump PR and the other is a CI/workflow/testing-utils PR; no shared underlying bug or change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared ViT test filename is only superficial; 43488 is about packaging/dependency/version tweaks, while 46114 is a broad test-migration/CI change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Both involve testing infrastructure, but they change different workflows and different supporting files without a single concrete code-path fix in common." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "45932 is a broad grafana/OTEL plus model/config change set, while 46100 only adds bogus assertions in ViT tests; they do not fix the same issue." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch tests, but 46100 is just a small ViT test mutation and 46114 is a wider migration/CI PR; not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "04c3e92690bd526b39da7bb7b9531a33f27e062736063ffd047f1fc51ee2720f", + "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 similar scaffolding, but they implement different pipelines for different segmentation tasks and model families. They are related in theme, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader/more complete representative of the cluster: it adds a different segmentation pipeline with a larger model/test surface and more accompanying docs updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best overall representative because it is the more extensive and self-contained feature PR, touching more integration points and tests than #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are different feature additions. One introduces Promptable Concept Segmentation, the other Promptable Visual Segmentation; they rely on different model families and task docs, so they are not the same underlying code change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "7d8d54fc6f02a9aadf0704324815a688ff4b7e957c42da7f04ca4b57743fcc57", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4654, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4654, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests, but they are unrelated: PR 43649 is a workflow/test-reporting cleanup, while PR 46301 is a contrived failing-test/check change touching CircleCI and test files. They share one test filename but not the same underlying fix or code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43649 is the better canonical PR because it has a real, coherent change set across workflow and test-reporting utilities; PR 46301 appears to be a throwaway or synthetic check change and is not a plausible canonical duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "PR 43649 is the strongest standalone PR for clustering purposes: it has a meaningful title, broader supporting diffs, and looks like an actual maintenance/fix change rather than an artificial test edit.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "Do not merge: the overlap is only a shared test file and soft similarity. The PRs address different things\u2014workflow/reporting changes versus adding failing assertions and CircleCI marker changes\u2014so they are 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": "pull_request", + "component_index": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "6560658bed94de378464aba776caeaaf4bdc7d885624fc2a35507ebc90966845", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same trainer file but implement different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column inspection for custom trainers. They are not the same underlying change.", + "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:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behavior: 43651 adds _loss_is_scaled_for_ga for loss scaling during training_step, while 43663 adds _get_signature_columns for dataloader column filtering. They are related to trainer extensibility but not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "9f1ea3ad2814ae616e1c91d658e36269895f2dc3f54042fd6f1d5aa2c428457b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter-related NameErrors, but they fix different failures: one is a broader forward-reference/annotation cleanup, the other is specifically about pydantic being absent. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the better cluster representative because it is the broader, earlier CLI annotation fix and directly matches the TypeAdapter NameError theme more generally.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the strongest standalone candidate in this cluster: it addresses the central CLI annotation/runtime typing issue in the file and has the clearer broader fix scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Different concrete bugs: 43656 is a broader forward-reference/type-annotation NameError fix, while 43842 specifically fixes TypeAdapter handling when pydantic is not installed. They touch the same file but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "28ca9aec6f3e183c7b987e979606e2b917a0e82ed41cd6e54a8e99d75ee3bc0f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84885, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75084, + "estimated_input_tokens": 18771, + "estimated_eval_tokens": 37798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a broad theme cluster of model-specific output-tracing refactors, not one single duplicate set. Most cross-model pairs should stay separate; only the GPT-Neo and GPT-J variants look like true duplicates/supersets of the same concrete refactor work.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue node is present; 44722 is the best representative PR because it is the clearest, later GPT-J/CodeGen output-tracing refactor and appears to subsume the narrower GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single PR candidate in the cluster: it targets the same standardized output-tracing change, has explicit issue linkage, and covers the most complete overlapping code path among the GPT-J family PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same tracking theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file; one PR is effectively a subset/superset of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet are separate model code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; only the refactor theme is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Same broad output-tracing theme, but different models and different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo refactor on the same file/test surface; these look like duplicate or overlapping implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different underlying model code." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not share the same code path." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different concrete refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models; no shared underlying bug." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different models; not the same bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are separate model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing change on overlapping files; 44722 looks like the same refactor family." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same core file; they look like overlapping versions of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated concrete code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different concrete code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are unrelated model refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it distinguishes the broad cross-model output-tracing theme from the smaller GPT-Neo and GPT-J overlap set, and the accepted soft edges are limited to pairs with shared files/model families or clear same-surface overlap. I do not see an overclaim that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request: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": "49cc7cf6c440498378db40ebb8bdccd47c1d312ff4464159632fb197fbc73b4e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84885, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17122, + "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 refactor model-specific output tracing to the new standardized capture_outputs/can_return_tuple pattern, but they touch different model implementations and are not duplicates of the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest single representative because it has an explicit issue target, a focused output-tracing refactor, and clear motivation for the SpeechT5 code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best standalone PR candidate: it is tightly scoped, explicitly linked to issue 43979, and appears more directly tied to a concrete model behavior change than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different code paths; they are not the same bug or mergeable into one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations; this is the same refactor pattern, not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model-specific output-capture migrations, so they should not be merged as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These touch different model files and different forward/output plumbing; shared theme alone is insufficient for duplication." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct model refactors with no evidence of the same concrete bug or code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both adopt standardized output capture, but for different model stacks (SqueezeBert vs SpeechT5) and different implementation details." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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: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": "784890f85b6c2ad9b0080c576b60d7bddb6b77fe07e531cb874b601d0ee96759", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39783, + "estimated_input_tokens": 9946, + "estimated_eval_tokens": 20148 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39783, + "estimated_input_tokens": 9946, + "estimated_eval_tokens": 20148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \u201coutput tracing/refactor\u201d theme, but they touch different model families and different concrete code paths, so they should not be merged as duplicates. I reject all soft edges and use the Mamba/FalconMamba PR as the best representative anchor.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative anchor: it introduces the shared output-capturing plumbing and updates two closely related model files, making it broader and more central than the single-model refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest single exemplar of this cluster because it changes the core output-tracing machinery rather than only a model-specific wrapper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same high-level refactor theme, but timm_backbone and upernet are unrelated model paths and this is not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different architectures and code paths, so they are not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and implementations; shared wording about output tracing is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone and Mamba/FalconMamba are separate subsystems with different implementation changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; both mention tracing but do not fix the same underlying bug or behavior." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; these are parallel refactors, not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and different forward/output handling changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are distinct model families with separate refactor scopes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "No shared concrete bug/change; only a generic output-tracing theme." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Speech encoder-decoder and MobileNetV1 have different code paths and refactor mechanics." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations despite similar output API cleanup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and different forward signatures; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These are separate architecture-specific refactors, not a single shared fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different output-tracing approaches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths; similar cleanup theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and separate implementation details; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Depth Anything and UnivNet are distinct model changes, not the same bug or feature." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba/FalconMamba are unrelated subsystems with different output-handling changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and different code paths; only the broad refactor theme matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are refactors, but Mamba/FalconMamba output tracing and CodeGen output tracing are separate concrete changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated implementations; not the same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model paths with different output semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "No shared concrete bug/change beyond generic refactoring." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are distinct model families; these are separate refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different tasks and implementations, so this is not one duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated models with different output behavior." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; same generic refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR do not share the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stacks and different refactor scopes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and separate code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; only a shared refactoring motif." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder vs DPR are separate implementations and fixes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV do not address the same concrete bug or behavior." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different subsystems with no shared concrete change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model families; not a duplicate PR pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "d05354e913f0f1f2bf32510a8ddc3d778b6e1e7e0ec1056fa33a139c1231a996", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is not a duplicate: one PR adds PenguinVL, the other adds Voxtral TTS. Shared auto-registration/docs files are just standard model-integration plumbing.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the more complete, non-draft implementation and has far more review activity; 45401 is a separate model addition.", + "best_issue_reason": null, + "best_pr_reason": "44662 is the strongest PR candidate overall because it is a mature PenguinVL implementation with broader coverage and more discussion, whereas 45401 is a draft for a different model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different feature targets (PenguinVL vs Voxtral TTS); shared docs/auto files are generic registration changes, not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "8f138d8c2e360c70cef7a089d1496f328393f49b376cc69ea7909a8d0bfe0c45", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs form a related kernel-fusion feature lineage around `KernelConfig`, but only the later n-to-1 fusion PRs look close enough to duplicate; the initial Module Fusion API is a separate foundation PR.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46339 is the most complete and latest representative of the n-to-1 kernel fusion work, with the broadest scope across core loading, hub kernel integration, model loading, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46339 best represents the cluster because it is the most recent and comprehensive kernel-fusion change set, and its scope subsumes the earlier n-to-1 fusion follow-ups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "`Module Fusion API` is a separate foundational API/file addition, while #45363 implements n-to-1 kernel fusion via `KernelConfig`; related, but not the same underlying change." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Both target the same concrete `KernelConfig`-based n-to-1 kernel fusion path and touch overlapping loading/integration code, with #46339 reading as an extension/simplification of the same feature." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "These PRs overlap on the same kernel-fusion implementation path and shared files (`hub_kernels.py`, `modeling_utils.py`, tests); #46339 appears to be a follow-on refinement of the same feature rather than a different change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 44979 is a separate foundational Module Fusion API, while 45363/45666/46339 are all n-to-1 KernelConfig-based fusion PRs with overlapping files and feature scope. The soft-edge rejections/acceptances are conservative enough, and the choice of 46339 as the latest broad representative is supported by its filenames and title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "aced987ba25db892765155d33c0571054eb890ed14ac1654e779dfc15b267b96", + "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 fix the same Mistral regex patch bug in the same code path and target the same issue; 45317 is the more complete version because it adds tests in addition to the code fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the strongest representative: it applies the same fix as 45086 in the same file, adds test coverage, and has the fuller discussion/update trail.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 best captures the cluster because it addresses the exact AttributeError bug with the same code change and includes regression tests, making it the most merge-ready artifact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file, same explicit issue target, and the second PR is essentially the same fix plus tests; these look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "b6ac7884d38c29d56fe4be76fe80e3bd13e135054cfbee9046059681bd6f1952", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH-related PRs, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid and updates conversion mapping, while the other splits/introduces NemotronH dense and sparse variants with docs, auto-mapping, and tests. They are related but not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45569 is the broader, more central NemotronH-family change, covering the new dense/sparse model split and associated registration/docs updates.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the best representative because it makes the larger functional/model-structure change and subsumes most of the user-facing NemotronH work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different underlying changes: 45115 is a refactor/conversion-mapping update to inherit GraniteMoeHybrid, while 45569 adds distinct dense/sparse model variants, docs, auto mappings, and tests. They are related by subsystem but not the same concrete fix and would not plausibly merge into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "2f62fea8c5e4facf0ed267ff5b39842a3b74f5788cd3e115599f5adff1407c7f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: PR 45333 adds the heterogeneous config layer, while PR 45332 builds on that with model/cache-side per-layer behavior. They target the same feature area but different concrete changes.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella PR and includes the downstream modeling/cache changes, so it is the best single representative of the feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best overall PR because it covers the more complete end-to-end heterogeneous model support, not just configuration plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: 45333 adds per-layer config support, while 45332 adds model/cache behavior on top of it. They are complementary rather than duplicate fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "79cc6056add677d5cca18f54411984f5938077aa6c295802795e17cd7456e01f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "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 about typing work in Transformers, but they address different changes: PR 45415 adds broad type-checking suppression/cleanup across many files, while PR 45425 introduces typing protocols and aliases used by specific model/PEFT code paths. They are related by theme, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related scope is too broad; 45415 is a repo-wide type-checking cleanup, while 45425 adds specific protocol/type-alias support for modeling_utils/peft. They do not fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "119e5e53f2c7bad4831b7fdae5d1c2c4dd19caadb264a6ee220d6261ac88237c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pull requests fixing cache/sequence-length behavior in different model families and code paths, not a duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the cleaner representative: it has a single-model focus, a specific explicit issue target, and a narrowly scoped fix for `use_cache` with `seq_len > 1` in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the best single PR to represent the cluster because it is the most concrete, self-contained bug fix; PR 45513 is broader and touches multiple Qwen/Olmo model implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different architectures and different bugs: 45513 fixes multi-token cached forward in Qwen3.5/Olmo hybrid linear attention, while 46084 fixes Mamba2 cache handling when `seq_len > 1`. They do not look like the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "2745d7902dda83b26607ed900b804128c224a1698b6f4ad0250331c759689ddb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs relate to expert parallelism, but they fix different bugs and different code paths: #45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 targets EP + FSDP2 experts being overwritten by rank-0 broadcast. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45662 is the more concrete, self-contained bug fix: it addresses expert parameters being overwritten during distributed loading. #45548 is a separate loading/config serialization change for a different failure mode.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the stronger representative PR because it has a clear, specific symptom and a focused patch on the affected load path. #45548 is related only at a broad EP level, not the same underlying defect.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve EP, but #45548 fixes accelerate/ZeRO-3 loading and config serialization, whereas #45662 fixes FSDP2 rank-0 broadcast overwriting experts. Different bugs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "20ff59c90f4178dad6fa9c40a8a1a1a8636ebb9c1095bbb5162142020ca8aa72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging problem in `testing_utils.py`; 45645 appears to be a superset that also updates CI log collection, so they are close enough to treat as the same fix family.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more complete change set: it includes the xdist-safe `captured_info` fix in `testing_utils.py` plus the CI/workflow adjustments needed to preserve and aggregate the resulting debug logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it covers the core artifact-collision fix and the downstream CI handling, making it the most comprehensive implementation of the underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision bug for `captured_info` artifacts; 45645 contains the same testing_utils change and extends it with related CI log collection, so these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "07e010cd2c63c79cb43f6f282484488ba45cb9256766240572e13edd9611d723", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs touch unrelated areas: one adds GLM-ASR to AutoModel mappings, while the other adds attn_implementation dispatch support for RecurrentGemma. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46320 is the stronger standalone PR: it implements a concrete feature across model code, conversion mapping, docs, and tests. pull_request:45670 is a narrow model-registry tweak and is less representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46320 is the best representative PR in this set because it has the broader, more substantive change and clearer technical scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different models and code paths: GLM-ASR AutoModel registration vs RecurrentGemma attention-implementation dispatch. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "c0316303a8a408734a541500555fb7d58a562d8103a5015e5c5d57911e6c67c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter/modeling-rule pull requests: one implements TRF003 around tuple-return behavior in text/audio model forwards, and the other adds TRF018 for dead do_* flags in image/video processor overrides. They share some model filenames but not the same underlying bug or 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:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different code paths: TRF003 adjusts forward signatures/return behavior in model classes, while TRF018 checks consumption of do_* flags in image/video processor overrides. Shared filenames are incidental, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "f5bbf5e4d722643a9bdd510472197417c1ad2dd811e232a1893c52bee2d5e6c8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are about adding SDPA dispatch support, but they target different model families and distinct model-specific code paths. They read as parallel feature ports, not duplicate fixes or mergeable one-PR equivalents.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest and most complete of the three, covering multiple related model implementations and tests, so it is the best representative of this SDPA-dispatch cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 has the widest scope and strongest evidence of a finished implementation, making it the most suitable overall representative among these closely themed PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA-dispatch feature PRs, but one is for CTRL and the other for T5; they modify different model implementations and are not the same concrete code-path change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL support and wav2vec2/SeamlessM4T support are separate model-specific ports. Same feature theme, but not a single duplicate bug or a mergeable shared fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch is unrelated to the wav2vec2/SeamlessM4T set at the code-path level. They are parallel implementations across different architectures, not 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": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "fc63982e62b1475bad384f3280984a3f8d27f5d28e176671d322f8984aaa5989", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not the same PR: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed-branch base carrying many unrelated distributed changes. The shared files look like overlap from a branch stack, not a duplicate fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more focused, self-contained change; #46269 is a broad base branch with many distributed edits and is not a clean representative of a single underlying change.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative of the cluster because it targets one concrete feature area and is easier to reason about than the large base-branch PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the PRs are related through shared distributed code, but they do not appear to fix the same concrete problem or implement the same change. #46269 is a broad base branch, not a duplicate of the narrower EP/Trainer integration PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "0fc89b1c460b694013b4c56581e54fc84f6671c727054fa13a375326386024d6", + "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": "These are related in theme (removing file-open source reading) but they fix different code paths: one in `import_utils.py` for resolving package resources, the other in `modeling_utils.py` for `inspect.getsource`-based attention-implementation checks. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has the more concrete, narrowly scoped source-reading fix and includes tests; PR 46152 addresses a separate implementation path in a different module.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone PR: it targets one specific heuristic in `modeling_utils.py`, has clear behavior change, and is more self-contained than the resource-resolution change in PR 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same broad theme, but different modules and different underlying behavior: resource traversal in `import_utils.py` vs source inspection in `modeling_utils.py`. Not the same concrete 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": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46323-2", + "nodes": [ + "pull_request:46323", + "pull_request:46359" + ], + "soft_pairs": [ + "pull_request:46323|pull_request:46359" + ], + "prepared_review_unit_hash": "ecfd7cf4ba1ec7f043b1101f48d249bf5975f1c50bde9b3bc20ea0753fdfec56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same slow-tokenizer `convert_tokens_to_ids` regression in `tokenization_python.py` by switching from the property to the cached added-token encoder. PR 46359 is the stronger canonical choice because it includes the same code fix plus a regression test.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46359 is the more complete version of the same fix: it makes the identical hot-path change in `src/transformers/tokenization_python.py` and adds a targeted performance regression test.", + "best_issue_reason": null, + "best_pr_reason": "PR 46359 is best overall because it contains the same underlying bug fix as 46323, but with an added test and a clearer, more specific title.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46323", + "right": "pull_request:46359", + "accept": true, + "reason": "Same concrete code-path fix in `tokenization_python.py` for the added-token lookup performance regression, and the patch could plausibly be merged as one PR; 46359 simply adds coverage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same issue, touch the same file, and make the same core change, with 46359 additionally adding a regression test. The soft-edge accept is conservative and the pair looks mergeable as 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": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46330-2", + "nodes": [ + "pull_request:46330", + "pull_request:46353" + ], + "soft_pairs": [ + "pull_request:46330|pull_request:46353" + ], + "prepared_review_unit_hash": "a138157e5488b89cd2a31b01a5262d3a6cb9595cebb5543dfca57ebeeb1f5949", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the same backend and issue number, but they implement different fixes: one strips an EOS token for `continue_final_message=True`, while the other removes support for `continue_final_message` and raises `ValueError`. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46330 is the more concrete and narrowly scoped fix: it preserves `continue_final_message` behavior by removing a spurious EOS token in the MistralCommon tokenization path, with targeted test coverage. PR #46353 changes the API contract to reject the option entirely, which is a different behavior change rather than the same bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46330 best matches the apparent bug report because it addresses the specific code-path failure around EOS handling when `continue_final_message=True`. PR #46353 appears to be a broader compatibility/behavior decision and is not the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46330", + "right": "pull_request:46353", + "accept": false, + "reason": "Despite sharing the same issue target and files, these PRs propose conflicting solutions: one strips a trailing EOS token, the other rejects `continue_final_message` altogether. They are related to the same option, but not the same underlying bug/change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/manifest.json b/snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9a3af76a5bf80cde2a027658407b6464a61fa10c --- /dev/null +++ b/snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260603t000024z", + "artifacts": { + "hybrid": "snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-03T00:09:17Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260603T000024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260603T000024Z/manifest.json b/snapshots/20260603T000024Z/manifest.json index 3d6ebd7aee40662ce82a8ccd2952843746b1d114..021f278bb69222d0ffd44f3bcad07c06d7dbc9f1 100644 --- a/snapshots/20260603T000024Z/manifest.json +++ b/snapshots/20260603T000024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 799 }, "extracted_at": "2026-06-03T00:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260603t000024z", + "runs": { + "hybrid-model-20260603t000024z": { + "analysis_id": "hybrid-model-20260603t000024z", + "artifacts": { + "hybrid": "snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260603T000024Z/analysis-runs/hybrid-model-20260603t000024z/manifest.json", + "model": null, + "published_at": "2026-06-03T00:09:17Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260603T000024Z", "watermark": {